diff --git "a/data/scores_all.csv" "b/data/scores_all.csv"
--- "a/data/scores_all.csv"
+++ "b/data/scores_all.csv"
@@ -1,6 +1,6 @@
 model_id,model_name,provider,benchmark_id,benchmark_name,category,metric,score,reference_url,source_type,audit_status,matches_canonical,reported_setting_json,notes,n_candidates,in_paper_matrix
 amazon-nova-premier,Amazon Nova Premier,Amazon,aime_2025,AIME 2025,Math,% correct (pass@1),16.0,https://cdn.amazon.science/e5/e6/ccc5378c42dca467d1abe1628ec9/amazon-nova-premier-technical-report-and-model-card.pdf,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""zeroshot-cot"", ""sampling"": ""pass@1"", ""temperature"": 0.0, ""tools"": ""none""}",,0,False
-amazon-nova-premier,Amazon Nova Premier,Amazon,charxiv_reasoning,CharXiv Reasoning,Multimodal,% correct (no tools),48.8,https://cdn.amazon.science/e5/e6/ccc5378c42dca467d1abe1628ec9/amazon-nova-premier-technical-report-and-model-card.pdf,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""zeroshot-cot"", ""sampling"": ""pass@1"", ""temperature"": 0.0, ""tools"": ""none""}",,0,False
+amazon-nova-premier,Amazon Nova Premier,Amazon,charxiv_reasoning,CharXiv Reasoning,Multimodal,% accuracy,48.8,https://cdn.amazon.science/e5/e6/ccc5378c42dca467d1abe1628ec9/amazon-nova-premier-technical-report-and-model-card.pdf,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""zeroshot-cot"", ""sampling"": ""pass@1"", ""temperature"": 0.0, ""tools"": ""none""}",,0,False
 amazon-nova-premier,Amazon Nova Premier,Amazon,gpqa_diamond,GPQA Diamond,Science,% correct,57.1,https://cdn.amazon.science/e5/e6/ccc5378c42dca467d1abe1628ec9/amazon-nova-premier-technical-report-and-model-card.pdf,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""zeroshot-cot"", ""sampling"": ""pass@1"", ""temperature"": 0.0, ""tools"": ""none""}",,0,False
 amazon-nova-premier,Amazon Nova Premier,Amazon,humaneval,HumanEval,Coding,pass@1 %,80.0,https://aws.amazon.com/blogs/aws/amazon-nova-premier/,official_blog,dropped,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""zeroshot-cot"", ""sampling"": ""pass@1"", ""temperature"": 0.0, ""tools"": ""none""}",Cited in AWS announcement blog; no detailed methodology disclosed. Pending decision.,0,False
 amazon-nova-premier,Amazon Nova Premier,Amazon,ifeval,IFEval,Instruction Following,% correct (prompt strict),91.5,https://cdn.amazon.science/e5/e6/ccc5378c42dca467d1abe1628ec9/amazon-nova-premier-technical-report-and-model-card.pdf,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""zeroshot-cot"", ""sampling"": ""pass@1"", ""temperature"": 0.0, ""tools"": ""none""}",,0,False
@@ -10,7 +10,7 @@ amazon-nova-premier,Amazon Nova Premier,Amazon,mmmu,MMMU,Multimodal,% correct,68
 amazon-nova-premier,Amazon Nova Premier,Amazon,simpleqa,SimpleQA,Knowledge,% correct,86.3,https://cdn.amazon.science/e5/e6/ccc5378c42dca467d1abe1628ec9/amazon-nova-premier-technical-report-and-model-card.pdf,tech_report,verified,False,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""zeroshot-cot"", ""sampling"": ""pass@1"", ""temperature"": 0.0, ""tools"": ""web""}",Reported with SerpApi web-search tool per Premier tech report; deviates from canonical tools=none.,0,False
 amazon-nova-premier,Amazon Nova Premier,Amazon,swe_bench_verified,SWE-bench Verified,Coding,% resolved,42.4,https://cdn.amazon.science/e5/e6/ccc5378c42dca467d1abe1628ec9/amazon-nova-premier-technical-report-and-model-card.pdf,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""zeroshot-cot"", ""sampling"": ""pass@1"", ""temperature"": 0.0, ""tools"": ""none""}",,0,False
 amazon-nova-pro,Amazon Nova Pro,Amazon,aime_2025,AIME 2025,Math,% correct (pass@1),5.3,https://cdn.amazon.science/e5/e6/ccc5378c42dca467d1abe1628ec9/amazon-nova-premier-technical-report-and-model-card.pdf,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""zeroshot-cot"", ""sampling"": ""pass@1"", ""temperature"": 0.0, ""tools"": ""none""}",,0,False
-amazon-nova-pro,Amazon Nova Pro,Amazon,charxiv_reasoning,CharXiv Reasoning,Multimodal,% correct (no tools),40.6,https://cdn.amazon.science/e5/e6/ccc5378c42dca467d1abe1628ec9/amazon-nova-premier-technical-report-and-model-card.pdf,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""zeroshot-cot"", ""sampling"": ""pass@1"", ""temperature"": 0.0, ""tools"": ""none""}",,0,False
+amazon-nova-pro,Amazon Nova Pro,Amazon,charxiv_reasoning,CharXiv Reasoning,Multimodal,% accuracy,40.6,https://cdn.amazon.science/e5/e6/ccc5378c42dca467d1abe1628ec9/amazon-nova-premier-technical-report-and-model-card.pdf,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""zeroshot-cot"", ""sampling"": ""pass@1"", ""temperature"": 0.0, ""tools"": ""none""}",,0,False
 amazon-nova-pro,Amazon Nova Pro,Amazon,gpqa_diamond,GPQA Diamond,Science,% correct,50.0,https://cdn.amazon.science/e5/e6/ccc5378c42dca467d1abe1628ec9/amazon-nova-premier-technical-report-and-model-card.pdf,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""zeroshot-cot"", ""sampling"": ""pass@1"", ""temperature"": 0.0, ""tools"": ""none""}",,0,False
 amazon-nova-pro,Amazon Nova Pro,Amazon,humaneval,HumanEval,Coding,pass@1 %,89.0,https://arxiv.org/abs/2506.12103,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""zeroshot-cot"", ""sampling"": ""pass@1"", ""temperature"": 0.0, ""tools"": ""none""}",From Nova family tech report (arxiv 2506.12103); not in Premier announcement table.,0,False
 amazon-nova-pro,Amazon Nova Pro,Amazon,ifeval,IFEval,Instruction Following,% correct (prompt strict),92.1,https://cdn.amazon.science/e5/e6/ccc5378c42dca467d1abe1628ec9/amazon-nova-premier-technical-report-and-model-card.pdf,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""zeroshot-cot"", ""sampling"": ""pass@1"", ""temperature"": 0.0, ""tools"": ""none""}",,0,False
@@ -26,7 +26,7 @@ claude-3-haiku,Claude 3 Haiku,Anthropic,gsm8k,GSM8K,Math,% correct,88.9,https://
 claude-3-haiku,Claude 3 Haiku,Anthropic,hellaswag,HellaSwag,Reasoning,%,85.9,https://llm-stats.com/benchmarks/hellaswag,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=Claude 3 Haiku, slug=claude-3-haiku-20240307, provider=Anthropic",0,False
 claude-3-haiku,Claude 3 Haiku,Anthropic,humaneval,HumanEval,Coding,pass@1 %,75.9,https://llm-stats.com/benchmarks/humaneval,third_party_aggregator,verified_third_party,,"{""harness"": ""unknown (llm-stats aggregator)"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Setting not disclosed by aggregator"", ""sampling"": ""unknown""}","From llm-stats.com HumanEval leaderboard (display name 'Claude 3 Haiku', rank 48, accessed 2026-04-29). Setting unknown.",0,False
 claude-3-haiku,Claude 3 Haiku,Anthropic,math,MATH,Math,,38.9,https://llm-stats.com/benchmarks/math,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=Claude 3 Haiku, slug=claude-3-haiku-20240307, provider=Anthropic",0,False
-claude-3-haiku,Claude 3 Haiku,Anthropic,mgsm,MGSM,Math,%,75.1,https://llm-stats.com/benchmarks/mgsm,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=Claude 3 Haiku, slug=claude-3-haiku-20240307, provider=Anthropic",0,False
+claude-3-haiku,Claude 3 Haiku,Anthropic,mgsm,MGSM,Math,exact match (%),75.1,https://llm-stats.com/benchmarks/mgsm,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=Claude 3 Haiku, slug=claude-3-haiku-20240307, provider=Anthropic",0,False
 claude-3-haiku,Claude 3 Haiku,Anthropic,mmlu,MMLU,Knowledge,% correct,75.2,https://llm-stats.com/benchmarks/mmlu,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=Claude 3 Haiku, slug=claude-3-haiku-20240307, provider=Anthropic",0,False
 claude-3-opus,Claude 3 Opus,Anthropic,bigbench_hard,BigBench Hard (BBH),Reasoning,,86.8,https://llm-stats.com/benchmarks/big-bench-hard,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=Claude 3 Opus, slug=claude-3-opus-20240229, provider=Anthropic",0,False
 claude-3-opus,Claude 3 Opus,Anthropic,drop,DROP,Reasoning,%,83.1,https://llm-stats.com/benchmarks/drop,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=Claude 3 Opus, slug=claude-3-opus-20240229, provider=Anthropic",0,False
@@ -36,7 +36,7 @@ claude-3-opus,Claude 3 Opus,Anthropic,gsm8k,GSM8K,Math,% correct,95.0,https://ll
 claude-3-opus,Claude 3 Opus,Anthropic,hellaswag,HellaSwag,Reasoning,%,95.4,https://llm-stats.com/benchmarks/hellaswag,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=Claude 3 Opus, slug=claude-3-opus-20240229, provider=Anthropic",0,False
 claude-3-opus,Claude 3 Opus,Anthropic,humaneval,HumanEval,Coding,pass@1 %,84.9,https://llm-stats.com/benchmarks/humaneval,third_party_aggregator,verified_third_party,,"{""harness"": ""unknown (llm-stats aggregator)"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Setting not disclosed by aggregator"", ""sampling"": ""unknown""}","From llm-stats.com HumanEval leaderboard (display name 'Claude 3 Opus', rank 36, accessed 2026-04-29). Setting unknown.",0,False
 claude-3-opus,Claude 3 Opus,Anthropic,math,MATH,Math,,60.1,https://llm-stats.com/benchmarks/math,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=Claude 3 Opus, slug=claude-3-opus-20240229, provider=Anthropic",0,False
-claude-3-opus,Claude 3 Opus,Anthropic,mgsm,MGSM,Math,%,90.7,https://llm-stats.com/benchmarks/mgsm,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=Claude 3 Opus, slug=claude-3-opus-20240229, provider=Anthropic",0,False
+claude-3-opus,Claude 3 Opus,Anthropic,mgsm,MGSM,Math,exact match (%),90.7,https://llm-stats.com/benchmarks/mgsm,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=Claude 3 Opus, slug=claude-3-opus-20240229, provider=Anthropic",0,False
 claude-3-opus,Claude 3 Opus,Anthropic,mmlu,MMLU,Knowledge,% correct,86.8,https://llm-stats.com/benchmarks/mmlu,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=Claude 3 Opus, slug=claude-3-opus-20240229, provider=Anthropic",0,False
 claude-3-opus,Claude 3 Opus,Anthropic,mmlu_pro,MMLU-Pro,Knowledge,% correct,68.5,https://llm-stats.com/benchmarks/mmlu-pro,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=Claude 3 Opus, slug=claude-3-opus-20240229, provider=Anthropic",0,False
 claude-3-sonnet,Claude 3 Sonnet,Anthropic,bigbench_hard,BigBench Hard (BBH),Reasoning,,82.9,https://llm-stats.com/benchmarks/big-bench-hard,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=Claude 3 Sonnet, slug=claude-3-sonnet-20240229, provider=Anthropic",0,False
@@ -47,7 +47,7 @@ claude-3-sonnet,Claude 3 Sonnet,Anthropic,gsm8k,GSM8K,Math,% correct,92.3,https:
 claude-3-sonnet,Claude 3 Sonnet,Anthropic,hellaswag,HellaSwag,Reasoning,%,89.0,https://llm-stats.com/benchmarks/hellaswag,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=Claude 3 Sonnet, slug=claude-3-sonnet-20240229, provider=Anthropic",0,False
 claude-3-sonnet,Claude 3 Sonnet,Anthropic,humaneval,HumanEval,Coding,pass@1 %,73.0,https://llm-stats.com/benchmarks/humaneval,third_party_aggregator,verified_third_party,,"{""harness"": ""unknown (llm-stats aggregator)"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Setting not disclosed by aggregator"", ""sampling"": ""unknown""}","From llm-stats.com HumanEval leaderboard (display name 'Claude 3 Sonnet', rank 53, accessed 2026-04-29). Setting unknown.",0,False
 claude-3-sonnet,Claude 3 Sonnet,Anthropic,math,MATH,Math,,43.1,https://llm-stats.com/benchmarks/math,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=Claude 3 Sonnet, slug=claude-3-sonnet-20240229, provider=Anthropic",0,False
-claude-3-sonnet,Claude 3 Sonnet,Anthropic,mgsm,MGSM,Math,%,83.5,https://llm-stats.com/benchmarks/mgsm,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=Claude 3 Sonnet, slug=claude-3-sonnet-20240229, provider=Anthropic",0,False
+claude-3-sonnet,Claude 3 Sonnet,Anthropic,mgsm,MGSM,Math,exact match (%),83.5,https://llm-stats.com/benchmarks/mgsm,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=Claude 3 Sonnet, slug=claude-3-sonnet-20240229, provider=Anthropic",0,False
 claude-3-sonnet,Claude 3 Sonnet,Anthropic,mmlu,MMLU,Knowledge,% correct,79.0,https://llm-stats.com/benchmarks/mmlu,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=Claude 3 Sonnet, slug=claude-3-sonnet-20240229, provider=Anthropic",0,False
 claude-3-sonnet,Claude 3 Sonnet,Anthropic,mmlu_pro,MMLU-Pro,Knowledge,% correct,56.8,https://llm-stats.com/benchmarks/mmlu-pro,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=Claude 3 Sonnet, slug=claude-3-sonnet-20240229, provider=Anthropic",0,False
 claude-3.5-haiku,Claude 3.5 Haiku,Anthropic,drop,DROP,Reasoning,%,83.1,https://llm-stats.com/benchmarks/drop,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=Claude 3.5 Haiku, slug=claude-3-5-haiku-20241022, provider=Anthropic",0,False
@@ -55,7 +55,7 @@ claude-3.5-haiku,Claude 3.5 Haiku,Anthropic,gpqa_diamond,GPQA Diamond,Science,%
 claude-3.5-haiku,Claude 3.5 Haiku,Anthropic,gpqa_main,GPQA Main (full set),Science,,41.6,https://llm-stats.com/benchmarks/gpqa,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=Claude 3.5 Haiku, slug=claude-3-5-haiku-20241022, provider=Anthropic",0,False
 claude-3.5-haiku,Claude 3.5 Haiku,Anthropic,humaneval,HumanEval,Coding,pass@1 %,88.1,https://llm-stats.com/benchmarks/humaneval,third_party_aggregator,verified_third_party,,"{""harness"": ""unknown (llm-stats aggregator)"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Setting not disclosed by aggregator"", ""sampling"": ""unknown""}","From llm-stats.com HumanEval leaderboard (display name 'Claude 3.5 Haiku', rank 25, accessed 2026-04-29). Setting unknown.",0,False
 claude-3.5-haiku,Claude 3.5 Haiku,Anthropic,math,MATH,Math,,69.4,https://llm-stats.com/benchmarks/math,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=Claude 3.5 Haiku, slug=claude-3-5-haiku-20241022, provider=Anthropic",0,False
-claude-3.5-haiku,Claude 3.5 Haiku,Anthropic,mgsm,MGSM,Math,%,85.6,https://llm-stats.com/benchmarks/mgsm,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=Claude 3.5 Haiku, slug=claude-3-5-haiku-20241022, provider=Anthropic",0,False
+claude-3.5-haiku,Claude 3.5 Haiku,Anthropic,mgsm,MGSM,Math,exact match (%),85.6,https://llm-stats.com/benchmarks/mgsm,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=Claude 3.5 Haiku, slug=claude-3-5-haiku-20241022, provider=Anthropic",0,False
 claude-3.5-haiku,Claude 3.5 Haiku,Anthropic,mmlu_pro,MMLU-Pro,Knowledge,% correct,65.0,https://llm-stats.com/benchmarks/mmlu-pro,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=Claude 3.5 Haiku, slug=claude-3-5-haiku-20241022, provider=Anthropic",0,False
 claude-3.5-haiku,Claude 3.5 Haiku,Anthropic,swe_bench_verified,SWE-bench Verified,Coding,% resolved,40.6,https://llm-stats.com/benchmarks/swe-bench-verified,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=Claude 3.5 Haiku, slug=claude-3-5-haiku-20241022, provider=Anthropic",0,False
 claude-3.5-haiku,Claude 3.5 Haiku,Anthropic,tau_bench_airline,tau-bench Airline,Agentic,% success,22.8,https://llm-stats.com/benchmarks/tau-bench-airline,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=Claude 3.5 Haiku, slug=claude-3-5-haiku-20241022, provider=Anthropic",0,False
@@ -72,7 +72,7 @@ claude-3.5-sonnet,Claude 3.5 Sonnet (1022),Anthropic,cnmo_2024,CNMO 2024,Math,%,
 claude-3.5-sonnet,Claude 3.5 Sonnet (1022),Anthropic,codeforces_rating,Codeforces Rating,Coding,Elo rating,717.0,https://arxiv.org/abs/2501.12948,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek R1 paper Table 15: claude-3.5-sonnet=717.,0,True
 claude-3.5-sonnet,Claude 3.5 Sonnet (1022),Anthropic,docvqa,DocVQA,Multimodal,%,95.2,https://llm-stats.com/benchmarks/docvqa,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""notes"": ""Per DeepSeek V3 paper Table 6."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","llm-stats.com row: model=Claude 3.5 Sonnet, slug=claude-3-5-sonnet-20241022, provider=Anthropic",0,False
 claude-3.5-sonnet,Claude 3.5 Sonnet (1022),Anthropic,drop,DROP,Reasoning,%,88.3,https://arxiv.org/abs/2412.19437,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3 paper Table 6: claude-3.5-sonnet=88.3.,0,True
-claude-3.5-sonnet,Claude 3.5 Sonnet (1022),Anthropic,frames,Frames,Agentic search,,72.5,https://arxiv.org/abs/2412.19437,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3 paper Table 6: claude-3.5-sonnet=72.5.,0,True
+claude-3.5-sonnet,Claude 3.5 Sonnet (1022),Anthropic,frames,Frames,Agentic search,%,72.5,https://arxiv.org/abs/2412.19437,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3 paper Table 6: claude-3.5-sonnet=72.5.,0,True
 claude-3.5-sonnet,Claude 3.5 Sonnet (1022),Anthropic,gpqa_diamond,GPQA Diamond,Science,% correct,65.0,https://arxiv.org/abs/2412.19437,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3 paper Table 6: claude-3.5-sonnet=65.0.,0,True
 claude-3.5-sonnet,Claude 3.5 Sonnet (1022),Anthropic,gpqa_main,GPQA Main (full set),Science,,65.0,https://cohere.com/research/papers/command-a-technical-report.pdf,tech_report,verified,False,"{""effort"": ""n/a"", ""harness"": ""Cohere internal eval"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","Command A paper (claude-3.5-sonnet column): gpqa=65.0. Third-party Cohere reproduction, mc=false.",0,True
 claude-3.5-sonnet,Claude 3.5 Sonnet (1022),Anthropic,gsm8k,GSM8K,Math,% correct,96.4,https://llm-stats.com/benchmarks/gsm8k,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""notes"": ""Per DeepSeek V3 paper Table 6."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","llm-stats.com row: model=Claude 3.5 Sonnet, slug=claude-3-5-sonnet-20241022, provider=Anthropic",0,True
@@ -84,7 +84,7 @@ claude-3.5-sonnet,Claude 3.5 Sonnet (1022),Anthropic,longbench_v2,LongBench-V2,L
 claude-3.5-sonnet,Claude 3.5 Sonnet (1022),Anthropic,math,MATH,Math,,78.3,https://llm-stats.com/benchmarks/math,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""notes"": ""Per DeepSeek V3 paper Table 6."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","llm-stats.com row: model=Claude 3.5 Sonnet, slug=claude-3-5-sonnet-20241022, provider=Anthropic",0,True
 claude-3.5-sonnet,Claude 3.5 Sonnet (1022),Anthropic,math_500,MATH-500,Math,% correct,78.3,https://arxiv.org/abs/2412.19437,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3 paper Table 6: claude-3.5-sonnet=78.3.,0,True
 claude-3.5-sonnet,Claude 3.5 Sonnet (1022),Anthropic,mathvista,MathVista,Math/Vision,%,67.7,https://llm-stats.com/benchmarks/mathvista,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""notes"": ""Per DeepSeek V3 paper Table 6."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","llm-stats.com row: model=Claude 3.5 Sonnet, slug=claude-3-5-sonnet-20241022, provider=Anthropic",0,True
-claude-3.5-sonnet,Claude 3.5 Sonnet (1022),Anthropic,mgsm,MGSM,Math,%,91.6,https://llm-stats.com/benchmarks/mgsm,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""notes"": ""Per DeepSeek V3 paper Table 6."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","llm-stats.com row: model=Claude 3.5 Sonnet, slug=claude-3-5-sonnet-20240620, provider=Anthropic",0,True
+claude-3.5-sonnet,Claude 3.5 Sonnet (1022),Anthropic,mgsm,MGSM,Math,exact match (%),91.6,https://llm-stats.com/benchmarks/mgsm,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""notes"": ""Per DeepSeek V3 paper Table 6."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","llm-stats.com row: model=Claude 3.5 Sonnet, slug=claude-3-5-sonnet-20240620, provider=Anthropic",0,True
 claude-3.5-sonnet,Claude 3.5 Sonnet (1022),Anthropic,mmlu,MMLU,Knowledge,% correct,88.3,https://arxiv.org/abs/2412.19437,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3 paper Table 6: claude-3.5-sonnet=88.3.,1,False
 claude-3.5-sonnet,Claude 3.5 Sonnet (1022),Anthropic,mmlu_pro,MMLU-Pro,Knowledge,% correct,78.0,https://arxiv.org/abs/2412.19437,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3 paper Table 6: claude-3.5-sonnet=78.0.,0,True
 claude-3.5-sonnet,Claude 3.5 Sonnet (1022),Anthropic,mmlu_redux,MMLU-Redux,Knowledge,,88.9,https://arxiv.org/abs/2412.19437,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3 paper Table 6: claude-3.5-sonnet=88.9.,0,False
@@ -115,7 +115,7 @@ claude-3.7-sonnet,Claude 3.7 Sonnet,Anthropic,mmlu,MMLU,Knowledge,% correct,89.0
 claude-3.7-sonnet,Claude 3.7 Sonnet,Anthropic,mmlu_pro,MMLU-Pro,Knowledge,% correct,78.0,https://automatio.ai/models/claude-3-7-sonnet,,dropped,,,"DROPPED (R5h): random third-party blog/aggregator, no primary trail",0,False
 claude-3.7-sonnet,Claude 3.7 Sonnet,Anthropic,mmmlu,MMMLU,Knowledge,% correct,85.9,https://www.anthropic.com/news/claude-4,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""avg 14 non-English languages"", ""sampling"": ""pass@1 (single-pass)"", ""temperature"": ""top_p=0.95"", ""tools"": ""none""}",Anthropic Claude 4 blog cross-model table.,1,True
 claude-3.7-sonnet,Claude 3.7 Sonnet,Anthropic,mmmu,MMMU,Multimodal,% correct,75.0,https://www.anthropic.com/news/claude-4,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (single-pass)"", ""temperature"": ""top_p=0.95"", ""tools"": ""none""}",Anthropic Claude 4 blog cross-model table (MMMU validation).,0,True
-claude-3.7-sonnet,Claude 3.7 Sonnet,Anthropic,mt_aime_2024,MT-AIME2024,Math,,80.0,https://llm-stats.com/benchmarks/aime-2024,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per Claude 4 blog cross-model table: with extended thinking for GPQA/MMMU/AIME/TAU; no extended thinking for SWE/Terminal/MMMLU."", ""prompt_style"": ""zeroshot-cot"", ""sampling"": ""pass@1"", ""temperature"": 0.0, ""tools"": ""none""}","llm-stats.com row: model=Claude 3.7 Sonnet, slug=claude-3-7-sonnet-20250219, provider=Anthropic",0,True
+claude-3.7-sonnet,Claude 3.7 Sonnet,Anthropic,mt_aime_2024,MT-AIME2024,Math,%,80.0,https://llm-stats.com/benchmarks/aime-2024,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per Claude 4 blog cross-model table: with extended thinking for GPQA/MMMU/AIME/TAU; no extended thinking for SWE/Terminal/MMMLU."", ""prompt_style"": ""zeroshot-cot"", ""sampling"": ""pass@1"", ""temperature"": 0.0, ""tools"": ""none""}","llm-stats.com row: model=Claude 3.7 Sonnet, slug=claude-3-7-sonnet-20250219, provider=Anthropic",0,True
 claude-3.7-sonnet,Claude 3.7 Sonnet,Anthropic,omnimath,OmniMath,Math,,54.6,https://arxiv.org/abs/2504.21318,tech_report,verified,False,"{""effort"": ""unknown"", ""harness"": ""Microsoft Phi internal eval"", ""judge"": ""rule-based"", ""mode"": ""unknown"", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}",Phi-4-reasoning paper Table 1 (claude-3.7-sonnet column): omnimath=54.6,0,False
 claude-3.7-sonnet,Claude 3.7 Sonnet,Anthropic,osworld,OSWorld,Agentic,% success,28.0,https://llm-stats.com/benchmarks/osworld,,dropped,,,"DROPPED (R5h): random third-party blog/aggregator, no primary trail",0,False
 claude-3.7-sonnet,Claude 3.7 Sonnet,Anthropic,simpleqa,SimpleQA,Knowledge,% correct,26.0,https://artificialanalysis.ai/models/claude-3-7-sonnet,,needs_review,,,Reference URL is AA model page (claude-3-7-sonnet). AA does not publish SimpleQA scores; field is not present in AA model data for any model. Cannot verify from AA source. Original source needs identification.,0,False
@@ -150,7 +150,7 @@ claude-haiku-4.5,Claude Haiku 4.5,Anthropic,tau2_bench_retail,τ²-bench Retail,
 claude-haiku-4.5,Claude Haiku 4.5,Anthropic,tau2_bench_telecom,τ²-bench Telecom,Agentic,% success,83.0,https://www.anthropic.com/news/claude-haiku-4-5,official_blog,verified,False,"{""effort"": ""128K thinking budget"", ""harness"": ""τ²-bench official"", ""judge"": ""official harness"", ""mode"": ""thinking"", ""prompt_style"": ""official + prompt addendum to Telecom Agent Policy and User prompt (per Anthropic blog)"", ""sampling"": ""pass@1 (avg 10 runs)"", ""temperature"": ""default"", ""tools"": ""agentic (τ²-bench official tools + tool use)""}","Anthropic Haiku 4.5 blog (cross-model comparison table), telecom domain, 128K thinking, avg 10 runs. Prompt addendum added to Agent Policy and User prompt for telecom domain → matches_canonical=false.",0,True
 claude-haiku-4.5,Claude Haiku 4.5,Anthropic,terminal_bench,Terminal-Bench 2.0,Agentic,% solved,41.0,https://www.anthropic.com/news/claude-haiku-4-5,official_blog,verified,True,"{""effort"": ""128K thinking budget"", ""harness"": ""official"", ""judge"": ""official harness"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic (Terminus 2 default scaffold)""}","Anthropic blog, Terminus 2 default agent, avg 11 runs (6 no-thinking 40.21%, 5 with 32K thinking 41.75%). Replaces prior tbench.ai leaderboard value 28.3.",0,True
 claude-mythos,Claude Mythos Preview,Anthropic,browsecomp,BrowseComp,Agentic,% correct,86.9,https://www.anthropic.com/news/claude-opus-4-7,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg 5 trials)"", ""temperature"": ""default"", ""tools"": ""agentic""}",Anthropic Opus 4.7 blog table: claude-mythos = 86.9%.,0,False
-claude-mythos,Claude Mythos Preview,Anthropic,charxiv_reasoning,CharXiv Reasoning,Multimodal,% correct (no tools),86.1,https://www-cdn.anthropic.com/8b8380204f74670be75e81c820ca8dda846ab289.pdf,tech_report,verified,True,"{""effort"": ""max"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg 5 trials)"", ""temperature"": ""default"", ""tools"": ""none""}",Mythos sys card Table 6.3.A: no-tools column. With-tools=93.2 not used.,0,False
+claude-mythos,Claude Mythos Preview,Anthropic,charxiv_reasoning,CharXiv Reasoning,Multimodal,% accuracy,86.1,https://www-cdn.anthropic.com/8b8380204f74670be75e81c820ca8dda846ab289.pdf,tech_report,verified,True,"{""effort"": ""max"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg 5 trials)"", ""temperature"": ""default"", ""tools"": ""none""}",Mythos sys card Table 6.3.A: no-tools column. With-tools=93.2 not used.,0,False
 claude-mythos,Claude Mythos Preview,Anthropic,cybench,Cybench,Cyber,%,100.0,https://llm-stats.com/benchmarks/cybench,third_party_aggregator,verified_third_party,True,"{""context"": ""up to 1M"", ""effort"": ""adaptive thinking at max effort"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per Mythos System Card Table 6.3.A: standard config is adaptive thinking max effort, default sampling (temperature, top_p), avg 5 trials, context up to 1M."", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg 5 trials)"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=Claude Mythos Preview, slug=claude-mythos-preview, provider=Anthropic",0,False
 claude-mythos,Claude Mythos Preview,Anthropic,cybergym,CyberGym,Agentic,% solved,83.1,https://www.anthropic.com/news/claude-opus-4-7,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg 5 trials)"", ""temperature"": ""default"", ""tools"": ""agentic""}",Anthropic Opus 4.7 blog table: claude-mythos = 83.1%.,0,False
 claude-mythos,Claude Mythos Preview,Anthropic,gpqa_diamond,GPQA Diamond,Science,% correct,94.5,https://www-cdn.anthropic.com/8b8380204f74670be75e81c820ca8dda846ab289.pdf,tech_report,verified,True,"{""effort"": ""max"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg 5 trials)"", ""temperature"": ""default"", ""tools"": ""none""}",Mythos sys card: 94.55%.,0,False
@@ -158,7 +158,7 @@ claude-mythos,Claude Mythos Preview,Anthropic,gpqa_main,GPQA Main (full set),Sci
 claude-mythos,Claude Mythos Preview,Anthropic,graphwalks_bfs_128k_plus,GraphWalks BFS >128k,Long Context,%,80.0,https://llm-stats.com/benchmarks/graphwalks-bfs->128k,third_party_aggregator,verified_third_party,True,"{""context"": ""up to 1M"", ""effort"": ""adaptive thinking at max effort"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per Mythos System Card Table 6.3.A: standard config is adaptive thinking max effort, default sampling (temperature, top_p), avg 5 trials, context up to 1M."", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg 5 trials)"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=Claude Mythos Preview, slug=claude-mythos-preview, provider=Anthropic",0,False
 claude-mythos,Claude Mythos Preview,Anthropic,graphwalks_bfs_256k_1m,GraphWalks BFS 256K-1M,Long Context,% f1 (avg 256K-1M),80.0,https://www-cdn.anthropic.com/8b8380204f74670be75e81c820ca8dda846ab289.pdf,tech_report,verified,True,"{""effort"": ""max"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg 5 trials)"", ""temperature"": ""default"", ""tools"": ""none""}",Mythos sys card Table 6.3.A.,0,False
 claude-mythos,Claude Mythos Preview,Anthropic,hle,HLE (Humanity's Last Exam),Reasoning,% correct,56.8,https://www-cdn.anthropic.com/8b8380204f74670be75e81c820ca8dda846ab289.pdf,tech_report,verified,True,"{""effort"": ""max"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg 5 trials)"", ""temperature"": ""default"", ""tools"": ""none""}",Mythos sys card Table 6.3.A: no-tools column. With-tools=64.7 not used.,0,False
-claude-mythos,Claude Mythos Preview,Anthropic,hle_text,HLE Text,Search Agent,%,64.7,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,True,"{""context"": ""up to 1M"", ""effort"": ""adaptive thinking at max effort"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per Mythos System Card Table 6.3.A: standard config is adaptive thinking max effort, default sampling (temperature, top_p), avg 5 trials, context up to 1M."", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg 5 trials)"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=Claude Mythos Preview, slug=claude-mythos-preview, provider=Anthropic",0,False
+claude-mythos,Claude Mythos Preview,Anthropic,hle_text,HLE Text,Reasoning,%,64.7,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,True,"{""context"": ""up to 1M"", ""effort"": ""adaptive thinking at max effort"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per Mythos System Card Table 6.3.A: standard config is adaptive thinking max effort, default sampling (temperature, top_p), avg 5 trials, context up to 1M."", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg 5 trials)"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=Claude Mythos Preview, slug=claude-mythos-preview, provider=Anthropic",0,False
 claude-mythos,Claude Mythos Preview,Anthropic,mmmlu,MMMLU,Knowledge,% correct,92.7,https://www-cdn.anthropic.com/8b8380204f74670be75e81c820ca8dda846ab289.pdf,tech_report,verified,True,"{""effort"": ""max"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg 5 trials)"", ""temperature"": ""default"", ""tools"": ""none""}",Mythos sys card Table 6.3.A.,0,False
 claude-mythos,Claude Mythos Preview,Anthropic,osworld,OSWorld,Agentic,% success,79.6,https://www-cdn.anthropic.com/8b8380204f74670be75e81c820ca8dda846ab289.pdf,tech_report,verified,True,"{""effort"": ""max"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg 5 trials)"", ""temperature"": ""default"", ""tools"": ""agentic""}",Mythos sys card Table 6.3.A.,0,False
 claude-mythos,Claude Mythos Preview,Anthropic,swe_bench_multilingual,SWE-bench Multilingual,Coding,% resolved,87.3,https://www-cdn.anthropic.com/8b8380204f74670be75e81c820ca8dda846ab289.pdf,tech_report,verified,True,"{""effort"": ""max"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg 5 trials)"", ""temperature"": ""default"", ""tools"": ""agentic""}",Mythos sys card §6.4: 5 trials.,0,False
@@ -232,7 +232,7 @@ claude-opus-4.5,Claude Opus 4.5,Anthropic,arcagi1_image,ArcAGI1-Image,Vision Puz
 claude-opus-4.5,Claude Opus 4.5,Anthropic,arcagi2_image,ArcAGI2-Image,Vision Puzzles,%,26.1,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card: claude-opus-4.5=26.1.,0,False
 claude-opus-4.5,Claude Opus 4.5,Anthropic,artifactsbench,ArtifactsBench,Coding,%,68.5,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: claude-opus-4.5=68.5.,0,True
 claude-opus-4.5,Claude Opus 4.5,Anthropic,babe,BABE,Reasoning,%,49.3,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card Table 3: claude-opus-4.5=49.3.,0,False
-claude-opus-4.5,Claude Opus 4.5,Anthropic,babyvision,BabyVision,Multimodal,,16.2,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card: claude-opus-4.5=16.2.,0,True
+claude-opus-4.5,Claude Opus 4.5,Anthropic,babyvision,BabyVision,Multimodal,% accuracy,16.2,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card: claude-opus-4.5=16.2.,0,True
 claude-opus-4.5,Claude Opus 4.5,Anthropic,beyond_aime,Beyond AIME,Math,%,69.0,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card Table 3: claude-opus-4.5=69.0.,0,True
 claude-opus-4.5,Claude Opus 4.5,Anthropic,bfcl_v4,BFCL v4,Tool Use,%,76.5,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: claude-opus-4.5=76.5.,0,False
 claude-opus-4.5,Claude Opus 4.5,Anthropic,biobench,BIObench,Science Discovery,%,49.3,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: claude-opus-4.5=49.3.,0,False
@@ -240,8 +240,8 @@ claude-opus-4.5,Claude Opus 4.5,Anthropic,blink,BLINK,Vision Spatial,%,68.1,http
 claude-opus-4.5,Claude Opus 4.5,Anthropic,browsecomp,BrowseComp,Agentic,% correct,67.8,https://www.anthropic.com/news/claude-sonnet-4-6,official_blog,verified,True,"{""effort"": ""max"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg 5 trials)"", ""temperature"": ""default"", ""tools"": ""agentic (web search + fetch + programmatic tool calling, context compaction at 50k up to 10M)""}",Anthropic Sonnet 4.6 blog table: claude-opus-4.5 = 67.8.,2,True
 claude-opus-4.5,Claude Opus 4.5,Anthropic,browsecomp_zh,BrowseComp-ZH,Agentic search,,62.4,https://z.ai/blog/glm-5,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic""}",GLM-5 blog: claude-opus-4.5=62.4.,0,True
 claude-opus-4.5,Claude Opus 4.5,Anthropic,bullshit_pushback,Bullshit-Bench (Clear Pushback),Behavior,% clear pushback,90.91,https://github.com/petergpt/bullshit-benchmark/tree/main/data/latest,leaderboard,verified,True,"""leaderboard.csv green_rate×100; reasoning=high""",GitHub repo source; not yet verified. R5g(c).,0,True
-claude-opus-4.5,Claude Opus 4.5,Anthropic,charxiv_descriptive,CharXiv Descriptive,Vision,%,92.7,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card: claude-opus-4.5=92.7.,0,True
-claude-opus-4.5,Claude Opus 4.5,Anthropic,charxiv_reasoning,CharXiv Reasoning,Multimodal,% correct (no tools),67.2,https://huggingface.co/moonshotai/Kimi-K2.5,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",Kimi K2.5 model card: claude-opus-4.5=67.2.,2,True
+claude-opus-4.5,Claude Opus 4.5,Anthropic,charxiv_descriptive,CharXiv Descriptive,Vision,% accuracy,92.7,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card: claude-opus-4.5=92.7.,0,True
+claude-opus-4.5,Claude Opus 4.5,Anthropic,charxiv_reasoning,CharXiv Reasoning,Multimodal,% accuracy,67.2,https://huggingface.co/moonshotai/Kimi-K2.5,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",Kimi K2.5 model card: claude-opus-4.5=67.2.,2,True
 claude-opus-4.5,Claude Opus 4.5,Anthropic,chatbot_arena_elo,Chatbot Arena Elo,Human Preference,Elo rating,1469.0,https://lmarena.ai/leaderboard/text,leaderboard,verified,True,,lmarena.ai text arena (fetched 2026-04-29). Arena model name: claude-opus-4-5-20251101 (rank 19). ELO updates continuously; score reflects latest available.,0,True
 claude-opus-4.5,Claude Opus 4.5,Anthropic,cl_bench,CL-Bench,Long Context,%,22.6,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card Table 3: claude-opus-4.5=22.6.,0,False
 claude-opus-4.5,Claude Opus 4.5,Anthropic,codeforces_rating,Codeforces Rating,Coding,Elo rating,1701.0,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card Table 3: claude-opus-4.5=1701.,0,True
@@ -264,7 +264,7 @@ claude-opus-4.5,Claude Opus 4.5,Anthropic,factscore,FActScore (hallucination rat
 claude-opus-4.5,Claude Opus 4.5,Anthropic,finance_agent,Finance Agent v1.1,Agentic,% solved,58.8,https://www.anthropic.com/news/claude-sonnet-4-6,official_blog,verified,True,"{""effort"": ""max"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg 5 trials)"", ""temperature"": ""default"", ""tools"": ""agentic""}",Anthropic Sonnet 4.6 blog table: claude-opus-4.5 = 58.8.,0,True
 claude-opus-4.5,Claude Opus 4.5,Anthropic,finsearchcomp,FinSearchComp,Search Agent,%,66.2,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: claude-opus-4.5=66.2.,0,False
 claude-opus-4.5,Claude Opus 4.5,Anthropic,finsearchcompt23,FinSearchComp T2&T3,Search Agent,%,66.2,https://huggingface.co/moonshotai/Kimi-K2.5,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""agentic""}",Kimi K2.5 model card: claude-opus-4.5=66.2.,0,False
-claude-opus-4.5,Claude Opus 4.5,Anthropic,frames,Frames,Agentic search,,84.7,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card Table 3: claude-opus-4.5=84.7.,0,True
+claude-opus-4.5,Claude Opus 4.5,Anthropic,frames,Frames,Agentic search,%,84.7,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card Table 3: claude-opus-4.5=84.7.,0,True
 claude-opus-4.5,Claude Opus 4.5,Anthropic,frontiermath,FrontierMath,Math,% correct T1-3,20.7,https://epoch.ai/benchmarks/frontiermath,leaderboard,verified,False,"{""context"": ""32k thinking"", ""effort"": ""high"", ""mode"": ""thinking"", ""tools"": ""none""}",epoch.ai FrontierMath-2025-02-28-Private: claude-opus-4-5-20251101_32K (32k thinking) = 20.7%. Canonical requires 64K thinking budget but epoch only has 16k (20.3%) and 32k (20.7%); used 32k as closest. BP had 21.0 (likely rounded from 20.7).,0,True
 claude-opus-4.5,Claude Opus 4.5,Anthropic,frontiersci_olympiad,FrontierSci-olympiad,Science,%,71.0,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card Table 3: claude-opus-4.5=71.0.,0,False
 claude-opus-4.5,Claude Opus 4.5,Anthropic,frontiersci_research,FrontierSci-research,Science,%,21.7,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card Table 3: claude-opus-4.5=21.7.,0,False
@@ -281,7 +281,7 @@ claude-opus-4.5,Claude Opus 4.5,Anthropic,healthbench,HealthBench,Knowledge,%,36
 claude-opus-4.5,Claude Opus 4.5,Anthropic,healthbench_hard,HealthBench Hard,Health,,11.0,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card Table 3: claude-opus-4.5=11.0.,0,False
 claude-opus-4.5,Claude Opus 4.5,Anthropic,hipho,HiPhO,Vision STEM,%,81.8,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card: claude-opus-4.5=81.8.,0,False
 claude-opus-4.5,Claude Opus 4.5,Anthropic,hle,HLE (Humanity's Last Exam),Reasoning,% correct,30.8,https://www.anthropic.com/news/claude-sonnet-4-6,official_blog,verified,True,"{""effort"": ""max"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg 5 trials)"", ""temperature"": ""default"", ""tools"": ""none (no-tools column)""}",Anthropic Sonnet 4.6 blog table: claude-opus-4.5 = 30.8.,3,True
-claude-opus-4.5,Claude Opus 4.5,Anthropic,hle_text,HLE Text,Search Agent,%,43.2,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: claude-opus-4.5=43.2.,0,True
+claude-opus-4.5,Claude Opus 4.5,Anthropic,hle_text,HLE Text,Reasoning,%,43.2,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: claude-opus-4.5=43.2.,0,True
 claude-opus-4.5,Claude Opus 4.5,Anthropic,hle_tools,HLE (w/ tools),Reasoning & Knowledge,accuracy (%),43.2,https://huggingface.co/moonshotai/Kimi-K2.5,model_card,verified,False,"""with tools, pass@1""",Reported in Kimi K2.5 HF model card (no asterisk = publicly available official score). Reference is Kimi card.,0,True
 claude-opus-4.5,Claude Opus 4.5,Anthropic,hle_verified,HLE Verified,Search Agent,%,56.6,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: claude-opus-4.5=56.6.,0,False
 claude-opus-4.5,Claude Opus 4.5,Anthropic,hmmt_feb_2025,HMMT Feb 2025,Math,%,92.9,https://huggingface.co/moonshotai/Kimi-K2.5,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",Kimi K2.5 model card: claude-opus-4.5=92.9.,0,True
@@ -311,7 +311,7 @@ claude-opus-4.5,Claude Opus 4.5,Anthropic,mathvision,MathVision,Math,% correct,7
 claude-opus-4.5,Claude Opus 4.5,Anthropic,mathvista,MathVista,Math/Vision,%,80.6,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card: claude-opus-4.5=80.6.,0,True
 claude-opus-4.5,Claude Opus 4.5,Anthropic,mathvista_mini,MathVista (mini),Multimodal Math,,80.2,https://huggingface.co/moonshotai/Kimi-K2.5,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",Kimi K2.5 model card: claude-opus-4.5=80.2.,1,False
 claude-opus-4.5,Claude Opus 4.5,Anthropic,mcpatlas,MCPAtlas Public,Agentic,% correct (pass@1),62.3,https://www.anthropic.com/news/claude-sonnet-4-6,official_blog,verified,True,"{""effort"": ""max"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg 5 trials)"", ""temperature"": ""default"", ""tools"": ""agentic""}",Anthropic Sonnet 4.6 blog table: claude-opus-4.5 = 62.3.,1,True
-claude-opus-4.5,Claude Opus 4.5,Anthropic,mcpmark,MCPMark,Agentic,,42.3,https://huggingface.co/Qwen/Qwen3.5-397B-A17B,model_card,verified,False,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","Qwen3.5-397B-A17B HF model card cross-model table (Qwen self-test of 3rd-party model, mc=false): mcpmark 42.3 (3rd-party Qwen self-test).",0,True
+claude-opus-4.5,Claude Opus 4.5,Anthropic,mcpmark,MCPMark,Agentic,% success (pass@1),42.3,https://huggingface.co/Qwen/Qwen3.5-397B-A17B,model_card,verified,False,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","Qwen3.5-397B-A17B HF model card cross-model table (Qwen self-test of 3rd-party model, mc=false): mcpmark 42.3 (3rd-party Qwen self-test).",0,True
 claude-opus-4.5,Claude Opus 4.5,Anthropic,mme_cc,MME-CC,Vision VQA,%,25.2,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card: claude-opus-4.5=25.2.,0,False
 claude-opus-4.5,Claude Opus 4.5,Anthropic,mmlu,MMLU,Knowledge,% correct,90.8,https://assets.anthropic.com/m/64823ba7485345a7/Claude-Opus-4-5-System-Card.pdf,,verified,,,MMMLU=90.77 in Table 2.3.A (p.19) of Opus 4.5 system card; rounds to 90.8 as reported.,0,False
 claude-opus-4.5,Claude Opus 4.5,Anthropic,mmlu_pro,MMLU-Pro,Knowledge,% correct,89.3,https://huggingface.co/moonshotai/Kimi-K2.5,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",Kimi K2.5 model card: claude-opus-4.5=89.3.,1,True
@@ -326,13 +326,13 @@ claude-opus-4.5,Claude Opus 4.5,Anthropic,motionbench,MotionBench,Vision,%,60.3,
 claude-opus-4.5,Claude Opus 4.5,Anthropic,mrcr_v2_8needle,OpenAI MRCR v2 (8-needle),Long Context,%,56.2,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card Table 3: claude-opus-4.5=56.2.,0,True
 claude-opus-4.5,Claude Opus 4.5,Anthropic,mtvqa,MTVQA,Vision VQA,%,53.1,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card: claude-opus-4.5=53.1.,0,False
 claude-opus-4.5,Claude Opus 4.5,Anthropic,muirbench,MUIRBench,Vision VQA,%,78.9,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card: claude-opus-4.5=78.9.,0,False
-claude-opus-4.5,Claude Opus 4.5,Anthropic,multi_swe_bench,Multi-SWE-bench,Coding,,52.8,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: claude-opus-4.5=52.8.,0,True
+claude-opus-4.5,Claude Opus 4.5,Anthropic,multi_swe_bench,Multi-SWE-bench,Coding,%,52.8,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: claude-opus-4.5=52.8.,0,True
 claude-opus-4.5,Claude Opus 4.5,Anthropic,multichallenge,MultiChallenge,Instruction Following,%,54.2,https://huggingface.co/Qwen/Qwen3.5-397B-A17B,model_card,verified,False,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","Qwen3.5-397B-A17B HF model card cross-model table (Qwen self-test of 3rd-party model, mc=false): multichallenge 54.2 (3rd-party Qwen self-test).",1,True
 claude-opus-4.5,Claude Opus 4.5,Anthropic,nl2repo_bench,NL2Repo-Bench,Repository Code,%,43.2,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: claude-opus-4.5=43.2.,0,True
 claude-opus-4.5,Claude Opus 4.5,Anthropic,nl2repo_pass1,NL2Repo (Pass@1),Repository Code,%,3.0,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: claude-opus-4.5=3.0.,0,False
 claude-opus-4.5,Claude Opus 4.5,Anthropic,ocrbench,OCRBench,Multimodal,,86.5,https://huggingface.co/moonshotai/Kimi-K2.5,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",Kimi K2.5 model card: claude-opus-4.5=86.5.,1,False
 claude-opus-4.5,Claude Opus 4.5,Anthropic,ocrbench_v2,OCRBench v2,Document/Chart,%,55.5,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card: claude-opus-4.5=55.5.,0,False
-claude-opus-4.5,Claude Opus 4.5,Anthropic,ojbench,OJBench,Coding,,54.6,https://huggingface.co/moonshotai/Kimi-K2.5,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",Kimi K2.5 model card: claude-opus-4.5=54.6.,0,True
+claude-opus-4.5,Claude Opus 4.5,Anthropic,ojbench,OJBench,Coding,%,54.6,https://huggingface.co/moonshotai/Kimi-K2.5,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",Kimi K2.5 model card: claude-opus-4.5=54.6.,0,True
 claude-opus-4.5,Claude Opus 4.5,Anthropic,omnidocbench_1.5,OmniDocBench 1.5,Vision,edit distance (lower=better),0.123,https://huggingface.co/moonshotai/Kimi-K2.5,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",Kimi K2.5 model card: claude-opus-4.5=87.7. [Converted 87.7% (1-LED higher-better) → 0.123 (edit distance lower-better) for cross-source consistency],1,True
 claude-opus-4.5,Claude Opus 4.5,Anthropic,osworld,OSWorld,Agentic,% success,66.3,https://www.anthropic.com/news/claude-opus-4-5,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""OSWorld official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""interleaved scratchpads"", ""sampling"": ""pass@1 (avg 5 trials)"", ""temperature"": ""default"", ""tools"": ""agentic (browser/computer use)""}",Anthropic Opus 4.5 blog table: 66.3% (computer use).,0,True
 claude-opus-4.5,Claude Opus 4.5,Anthropic,paperbench,PaperBench,Coding,,72.9,https://huggingface.co/moonshotai/Kimi-K2.5,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""agentic""}",Kimi K2.5 model card: claude-opus-4.5=72.9.,0,False
@@ -398,10 +398,10 @@ claude-opus-4.6,Claude Opus 4.6,Anthropic,apex_agents,APEX-Agents,Agentic,,29.8,
 claude-opus-4.6,Claude Opus 4.6,Anthropic,apex_shortlist,Apex Shortlist,Math,% correct (pass@1),85.9,https://huggingface.co/deepseek-ai/DeepSeek-V4-Pro,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V4-Pro model card (third-party): claude-opus-4.6 (per their own canonical config) = 85.9.,0,False
 claude-opus-4.6,Claude Opus 4.6,Anthropic,arc_agi_1,ARC-AGI-1,Reasoning,% correct,93.0,https://arcprize.org/leaderboard,leaderboard,verified,True,"{""effort"": ""max (120K)"", ""harness"": ""official (arcprize.org)"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""sampling"": ""pass@1 (single-pass)"", ""system_type"": ""CoT"", ""tools"": ""none""}","arcprize.org leaderboard audit: Claude Opus 4.6 (120K, Max) on leaderboard",0,True
 claude-opus-4.6,Claude Opus 4.6,Anthropic,arc_agi_2,ARC-AGI-2,Reasoning,% correct,68.8,https://www.anthropic.com/news/claude-sonnet-4-6,official_blog,verified,True,"{""effort"": ""max"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""120k thinking budget"", ""sampling"": ""pass@1 (avg 5 trials)"", ""temperature"": ""default"", ""tools"": ""none""}",Anthropic Sonnet 4.6 blog table: claude-opus-4.6 = 68.8.,1,True
-claude-opus-4.6,Claude Opus 4.6,Anthropic,babyvision,BabyVision,Multimodal,,14.8,https://huggingface.co/moonshotai/Kimi-K2.6,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",Kimi K2.6 model card: claude-opus-4.6=14.8.,0,True
+claude-opus-4.6,Claude Opus 4.6,Anthropic,babyvision,BabyVision,Multimodal,% accuracy,14.8,https://huggingface.co/moonshotai/Kimi-K2.6,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",Kimi K2.6 model card: claude-opus-4.6=14.8.,0,True
 claude-opus-4.6,Claude Opus 4.6,Anthropic,browsecomp,BrowseComp,Agentic,% correct,83.7,https://www.anthropic.com/news/claude-opus-4-7,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg 5 trials)"", ""temperature"": ""default"", ""tools"": ""agentic""}",Anthropic Opus 4.7 blog table: claude-opus-4.6 = 83.7%.,1,True
 claude-opus-4.6,Claude Opus 4.6,Anthropic,bullshit_pushback,Bullshit-Bench (Clear Pushback),Behavior,% clear pushback,92.73,https://github.com/petergpt/bullshit-benchmark/tree/main/data/latest,leaderboard,verified,True,"""leaderboard.csv green_rate×100; reasoning=none""",GitHub repo source; not yet verified. R5g(c).,0,True
-claude-opus-4.6,Claude Opus 4.6,Anthropic,charxiv_reasoning,CharXiv Reasoning,Multimodal,% correct (no tools),61.5,https://www-cdn.anthropic.com/8b8380204f74670be75e81c820ca8dda846ab289.pdf,tech_report,verified,True,"{""effort"": ""max"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg 5 trials)"", ""temperature"": ""default"", ""tools"": ""none""}","Mythos sys card Table 6.3.A: Opus 4.6 = 61.5%. Verified per Anthropic standard config (thinking max effort, default sampling, avg 5 trials).",2,True
+claude-opus-4.6,Claude Opus 4.6,Anthropic,charxiv_reasoning,CharXiv Reasoning,Multimodal,% accuracy,61.5,https://www-cdn.anthropic.com/8b8380204f74670be75e81c820ca8dda846ab289.pdf,tech_report,verified,True,"{""effort"": ""max"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg 5 trials)"", ""temperature"": ""default"", ""tools"": ""none""}","Mythos sys card Table 6.3.A: Opus 4.6 = 61.5%. Verified per Anthropic standard config (thinking max effort, default sampling, avg 5 trials).",2,True
 claude-opus-4.6,Claude Opus 4.6,Anthropic,chatbot_arena_elo,Chatbot Arena Elo,Human Preference,Elo rating,1496.0,https://lmarena.ai/leaderboard/text,leaderboard,verified,True,,lmarena.ai text arena (fetched 2026-04-29). Arena model name: claude-opus-4-6 (rank 3). ELO updates continuously; score reflects latest available.,0,True
 claude-opus-4.6,Claude Opus 4.6,Anthropic,chinese_simpleqa,Chinese-SimpleQA,Knowledge,%,76.4,https://huggingface.co/deepseek-ai/DeepSeek-V4-Pro,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V4-Pro model card (third-party): claude-opus-4.6 (per their own canonical config) = 76.4.,0,True
 claude-opus-4.6,Claude Opus 4.6,Anthropic,codeforces_rating,Codeforces Rating,Coding,Elo rating,2650.0,https://www.vellum.ai/blog/claude-opus-4-6-benchmarks,,dropped,,,"Source is third-party blog (vellum.ai); R5h priority. DROPPED (R5h): random third-party blog/aggregator, no primary trail",0,False
@@ -419,7 +419,7 @@ claude-opus-4.6,Claude Opus 4.6,Anthropic,graphwalks_bfs_128k_plus,GraphWalks BF
 claude-opus-4.6,Claude Opus 4.6,Anthropic,graphwalks_bfs_256k_1m,GraphWalks BFS 256K-1M,Long Context,% f1 (avg 256K-1M),38.7,https://www-cdn.anthropic.com/8b8380204f74670be75e81c820ca8dda846ab289.pdf,tech_report,verified,True,"{""effort"": ""max"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg 5 trials)"", ""temperature"": ""default"", ""tools"": ""none""}","Mythos sys card Table 6.3.A: Opus 4.6 = 38.7%. Verified per Anthropic standard config (thinking max effort, default sampling, avg 5 trials).",0,False
 claude-opus-4.6,Claude Opus 4.6,Anthropic,graphwalks_parents_128k_plus,GraphWalks parents >128k,Long Context,%,95.4,https://llm-stats.com/benchmarks/graphwalks-parents->128k,third_party_aggregator,verified_third_party,True,"{""context"": ""up to 1M"", ""effort"": ""max"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per Mythos System Card Table 6.3.A: standard config = adaptive thinking max effort, default sampling, avg 5 trials, context up to 1M."", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg 5 trials)"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=Claude Opus 4.6, slug=claude-opus-4-6, provider=Anthropic",0,False
 claude-opus-4.6,Claude Opus 4.6,Anthropic,hle,HLE (Humanity's Last Exam),Reasoning,% correct,40.0,https://www-cdn.anthropic.com/8b8380204f74670be75e81c820ca8dda846ab289.pdf,tech_report,verified,True,"{""effort"": ""max"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg 5 trials)"", ""temperature"": ""default"", ""tools"": ""none""}","Mythos sys card Table 6.3.A: Opus 4.6 = 40.0%. Verified per Anthropic standard config (thinking max effort, default sampling, avg 5 trials).",4,True
-claude-opus-4.6,Claude Opus 4.6,Anthropic,hle_text,HLE Text,Search Agent,%,53.1,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,True,"{""context"": ""up to 1M"", ""effort"": ""max"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per Mythos System Card Table 6.3.A: standard config = adaptive thinking max effort, default sampling, avg 5 trials, context up to 1M."", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg 5 trials)"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=Claude Opus 4.6, slug=claude-opus-4-6, provider=Anthropic",0,True
+claude-opus-4.6,Claude Opus 4.6,Anthropic,hle_text,HLE Text,Reasoning,%,53.1,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,True,"{""context"": ""up to 1M"", ""effort"": ""max"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per Mythos System Card Table 6.3.A: standard config = adaptive thinking max effort, default sampling, avg 5 trials, context up to 1M."", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg 5 trials)"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=Claude Opus 4.6, slug=claude-opus-4-6, provider=Anthropic",0,True
 claude-opus-4.6,Claude Opus 4.6,Anthropic,hmmt_feb_2026,HMMT Feb 2026,Math,% correct (pass@1),96.2,https://huggingface.co/deepseek-ai/DeepSeek-V4-Pro,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V4-Pro model card (third-party): claude-opus-4.6 (per their own canonical config) = 96.2.,1,True
 claude-opus-4.6,Claude Opus 4.6,Anthropic,hmmt_nov_2025,HMMT Nov 2025,Math,% correct,96.3,https://z.ai/blog/glm-5.1,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",GLM-5.1 blog: claude-opus-4.6=96.3.,0,True
 claude-opus-4.6,Claude Opus 4.6,Anthropic,humaneval,HumanEval,Coding,pass@1 %,95.0,https://www.vellum.ai/blog/claude-opus-4-6-benchmarks,,dropped,,,"Source is third-party blog (vellum.ai); R5h priority. DROPPED (R5h): random third-party blog/aggregator, no primary trail",0,False
@@ -432,7 +432,7 @@ claude-opus-4.6,Claude Opus 4.6,Anthropic,math_500,MATH-500,Math,% correct,93.0,
 claude-opus-4.6,Claude Opus 4.6,Anthropic,matharena_apex_2025,MathArena Apex 2025,Math,% correct,34.5,https://huggingface.co/deepseek-ai/DeepSeek-V4-Pro,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V4-Pro model card (third-party): claude-opus-4.6 (per their own canonical config) = 34.5.,0,True
 claude-opus-4.6,Claude Opus 4.6,Anthropic,mathvision,MathVision,Math,% correct,71.2,https://huggingface.co/moonshotai/Kimi-K2.6,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",Kimi K2.6 model card: claude-opus-4.6=71.2.,0,True
 claude-opus-4.6,Claude Opus 4.6,Anthropic,mcpatlas,MCPAtlas Public,Agentic,% correct (pass@1),75.8,https://www.anthropic.com/news/claude-opus-4-7,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg 5 trials)"", ""temperature"": ""default"", ""tools"": ""agentic""}",Anthropic Opus 4.7 blog table: claude-opus-4.6 = 75.8%.,4,True
-claude-opus-4.6,Claude Opus 4.6,Anthropic,mcpmark,MCPMark,Agentic,,56.7,https://huggingface.co/moonshotai/Kimi-K2.6,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""agentic""}",Kimi K2.6 model card: claude-opus-4.6=56.7.,0,True
+claude-opus-4.6,Claude Opus 4.6,Anthropic,mcpmark,MCPMark,Agentic,% success (pass@1),56.7,https://huggingface.co/moonshotai/Kimi-K2.6,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""agentic""}",Kimi K2.6 model card: claude-opus-4.6=56.7.,0,True
 claude-opus-4.6,Claude Opus 4.6,Anthropic,mmlu,MMLU,Knowledge,% correct,90.8,https://www.vellum.ai/blog/claude-opus-4-6-benchmarks,,dropped,,,"Source is third-party blog (vellum.ai); R5h priority. DROPPED (R5h): random third-party blog/aggregator, no primary trail",0,False
 claude-opus-4.6,Claude Opus 4.6,Anthropic,mmlu_pro,MMLU-Pro,Knowledge,% correct,89.1,https://huggingface.co/deepseek-ai/DeepSeek-V4-Pro,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V4-Pro model card (third-party): claude-opus-4.6 (per their own canonical config) = 89.1.,0,True
 claude-opus-4.6,Claude Opus 4.6,Anthropic,mmmlu,MMMLU,Knowledge,% correct,91.1,https://www-cdn.anthropic.com/8b8380204f74670be75e81c820ca8dda846ab289.pdf,tech_report,verified,True,"{""effort"": ""max"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg 5 trials)"", ""temperature"": ""default"", ""tools"": ""none""}","Mythos sys card Table 6.3.A: Opus 4.6 = 91.1%. Verified per Anthropic standard config (thinking max effort, default sampling, avg 5 trials).",1,True
@@ -442,7 +442,7 @@ claude-opus-4.6,Claude Opus 4.6,Anthropic,mrcr_v1,MRCR v1,Long-context,,92.9,htt
 claude-opus-4.6,Claude Opus 4.6,Anthropic,mrcr_v2,MRCR v2,Long Context,% correct,84.0,https://deepmind.google/models/gemini/pro/,official_blog,verified,True,"{""context"": ""128k"", ""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepMind /models/gemini/pro/ Performance table (PROMOTED from candidate; prior unverified value 93.0 from https://www.vellum.ai/blog/claude-opus-4-6-benchmarks deleted per audit rule). DeepMind /models/gemini/pro/ cross-model Performance table: MRCR v2 8-needle 128k average 84.0%,0,True
 claude-opus-4.6,Claude Opus 4.6,Anthropic,mrcr_v2_8needle,OpenAI MRCR v2 (8-needle),Long Context,%,93.0,https://llm-stats.com/benchmarks/mrcr-v2-(8-needle),third_party_aggregator,verified_third_party,True,"{""context"": ""up to 1M"", ""effort"": ""max"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per Mythos System Card Table 6.3.A: standard config = adaptive thinking max effort, default sampling, avg 5 trials, context up to 1M."", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg 5 trials)"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=Claude Opus 4.6, slug=claude-opus-4-6, provider=Anthropic",0,True
 claude-opus-4.6,Claude Opus 4.6,Anthropic,nl2repo_bench,NL2Repo-Bench,Repository Code,%,49.8,https://z.ai/blog/glm-5.1,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic (bash + edit)""}",GLM-5.1 blog: claude-opus-4.6=49.8.,0,True
-claude-opus-4.6,Claude Opus 4.6,Anthropic,ojbench,OJBench,Coding,,60.3,https://huggingface.co/moonshotai/Kimi-K2.6,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",Kimi K2.6 model card: claude-opus-4.6=60.3.,0,True
+claude-opus-4.6,Claude Opus 4.6,Anthropic,ojbench,OJBench,Coding,%,60.3,https://huggingface.co/moonshotai/Kimi-K2.6,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",Kimi K2.6 model card: claude-opus-4.6=60.3.,0,True
 claude-opus-4.6,Claude Opus 4.6,Anthropic,osworld,OSWorld,Agentic,% success,72.7,https://www-cdn.anthropic.com/8b8380204f74670be75e81c820ca8dda846ab289.pdf,tech_report,verified,True,"{""effort"": ""max"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg 5 trials)"", ""temperature"": ""default"", ""tools"": ""agentic""}","Mythos sys card Table 6.3.A: Opus 4.6 = 72.7%. Verified per Anthropic standard config (thinking max effort, default sampling, avg 5 trials).",0,True
 claude-opus-4.6,Claude Opus 4.6,Anthropic,scicode,SciCode,Coding,% correct,52.0,https://deepmind.google/models/gemini/pro/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Created from https://deepmind.google/models/gemini/pro/ (cross-model table). DeepMind /models/gemini/pro/ cross-model Performance table: SciCode 52% [Promoted to verified — official DeepMind table.],1,True
 claude-opus-4.6,Claude Opus 4.6,Anthropic,simplebench,SimpleBench,Reasoning,% correct,67.6,https://lmcouncil.ai/benchmarks,,dropped,,,"lmcouncil.ai scores are JS-rendered; could not extract value. R5g(c). DROPPED (R5h): random third-party blog/aggregator, no primary trail | DROPPED (R5g-c stale, never verified, source not audited in any pass)",0,False
@@ -466,7 +466,7 @@ claude-opus-4.7,Claude Opus 4.7,Anthropic,arc_agi_1,ARC-AGI-1,Reasoning,% correc
 claude-opus-4.7,Claude Opus 4.7,Anthropic,arc_agi_2,ARC-AGI-2,Reasoning,% correct,75.8,https://arcprize.org/leaderboard,leaderboard,verified,False,"{""effort"": ""max"", ""harness"": ""official (arcprize.org)"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""sampling"": ""pass@1 (single-pass)"", ""system_type"": ""CoT"", ""tools"": ""none""}",arcprize.org leaderboard audit: Claude 4.7 (Max) on leaderboard; canonical is default effort,0,True
 claude-opus-4.7,Claude Opus 4.7,Anthropic,browsecomp,BrowseComp,Agentic,% correct,79.3,https://www.anthropic.com/news/claude-opus-4-7,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg 5 trials)"", ""temperature"": ""default"", ""tools"": ""agentic""}",Anthropic Opus 4.7 blog table: claude-opus-4.7 = 79.3%.,1,True
 claude-opus-4.7,Claude Opus 4.7,Anthropic,bullshit_pushback,Bullshit-Bench (Clear Pushback),Behavior,% clear pushback,80.0,https://github.com/petergpt/bullshit-benchmark/tree/main/data/latest,leaderboard,verified,True,"""leaderboard.csv green_rate×100; reasoning=none""",,0,True
-claude-opus-4.7,Claude Opus 4.7,Anthropic,charxiv_reasoning,CharXiv Reasoning,Multimodal,% correct (no tools),82.1,https://www.anthropic.com/news/claude-opus-4-7,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg 5 trials)"", ""temperature"": ""default"", ""tools"": ""none""}",Anthropic Opus 4.7 blog table: claude-opus-4.7 = 82.1%.,0,True
+claude-opus-4.7,Claude Opus 4.7,Anthropic,charxiv_reasoning,CharXiv Reasoning,Multimodal,% accuracy,82.1,https://www.anthropic.com/news/claude-opus-4-7,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg 5 trials)"", ""temperature"": ""default"", ""tools"": ""none""}",Anthropic Opus 4.7 blog table: claude-opus-4.7 = 82.1%.,0,True
 claude-opus-4.7,Claude Opus 4.7,Anthropic,cybergym,CyberGym,Agentic,% solved,73.1,https://www.anthropic.com/news/claude-opus-4-7,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg 5 trials)"", ""temperature"": ""default"", ""tools"": ""agentic""}",Anthropic Opus 4.7 blog table: claude-opus-4.7 = 73.1%.,1,True
 claude-opus-4.7,Claude Opus 4.7,Anthropic,finance_agent,Finance Agent v1.1,Agentic,% solved,64.4,https://www.anthropic.com/news/claude-opus-4-7,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg 5 trials)"", ""temperature"": ""default"", ""tools"": ""agentic""}",Anthropic Opus 4.7 blog table: claude-opus-4.7 = 64.4%.,1,True
 claude-opus-4.7,Claude Opus 4.7,Anthropic,frontiermath,FrontierMath,Math,% correct T1-3,43.8,https://openai.com/index/introducing-gpt-5-5/,third_party,verified,False,,GPT-5.5 blog table: FrontierMath Tier 1–3=43.8%; third-party self-test by OpenAI,0,True
@@ -475,7 +475,7 @@ claude-opus-4.7,Claude Opus 4.7,Anthropic,gdpval_oai_woe,GDPval (OpenAI wins-or-
 claude-opus-4.7,Claude Opus 4.7,Anthropic,gpqa_diamond,GPQA Diamond,Science,% correct,94.2,https://www.anthropic.com/news/claude-opus-4-7,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg 5 trials)"", ""temperature"": ""default"", ""tools"": ""none""}",Anthropic Opus 4.7 blog table: claude-opus-4.7 = 94.2%.,1,True
 claude-opus-4.7,Claude Opus 4.7,Anthropic,gpqa_main,GPQA Main (full set),Science,,94.2,https://llm-stats.com/benchmarks/gpqa,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""default"", ""harness"": ""Terminus-2 (for terminal-bench, thinking disabled)"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per Anthropic Opus 4.7 announcement table. Default thinking mode with extended thinking; Terminal-Bench uses Terminus-2 harness with thinking disabled (1× guaranteed/3× ceiling, avg 5 attempts)."", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg 5 trials)"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=Claude Opus 4.7, slug=claude-opus-4-7, provider=Anthropic",0,True
 claude-opus-4.7,Claude Opus 4.7,Anthropic,hle,HLE (Humanity's Last Exam),Reasoning,% correct,46.9,https://www.anthropic.com/news/claude-opus-4-7,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg 5 trials)"", ""temperature"": ""default"", ""tools"": ""none""}",Anthropic Opus 4.7 blog table: claude-opus-4.7 = 46.9%.,1,True
-claude-opus-4.7,Claude Opus 4.7,Anthropic,hle_text,HLE Text,Search Agent,%,54.7,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""default"", ""harness"": ""Terminus-2 (for terminal-bench, thinking disabled)"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per Anthropic Opus 4.7 announcement table. Default thinking mode with extended thinking; Terminal-Bench uses Terminus-2 harness with thinking disabled (1× guaranteed/3× ceiling, avg 5 attempts)."", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg 5 trials)"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=Claude Opus 4.7, slug=claude-opus-4-7, provider=Anthropic",0,True
+claude-opus-4.7,Claude Opus 4.7,Anthropic,hle_text,HLE Text,Reasoning,%,54.7,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""default"", ""harness"": ""Terminus-2 (for terminal-bench, thinking disabled)"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per Anthropic Opus 4.7 announcement table. Default thinking mode with extended thinking; Terminal-Bench uses Terminus-2 harness with thinking disabled (1× guaranteed/3× ceiling, avg 5 attempts)."", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg 5 trials)"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=Claude Opus 4.7, slug=claude-opus-4-7, provider=Anthropic",0,True
 claude-opus-4.7,Claude Opus 4.7,Anthropic,mcpatlas,MCPAtlas Public,Agentic,% correct (pass@1),77.3,https://www.anthropic.com/news/claude-opus-4-7,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg 5 trials)"", ""temperature"": ""default"", ""tools"": ""agentic""}",Anthropic Opus 4.7 blog table: claude-opus-4.7 = 77.3%.,1,True
 claude-opus-4.7,Claude Opus 4.7,Anthropic,mmmlu,MMMLU,Knowledge,% correct,91.5,https://www.anthropic.com/news/claude-opus-4-7,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""avg 14 non-English languages"", ""sampling"": ""pass@1 (avg 5 trials)"", ""temperature"": ""default"", ""tools"": ""none""}",Anthropic Opus 4.7 blog table: claude-opus-4.7 = 91.5%.,0,True
 claude-opus-4.7,Claude Opus 4.7,Anthropic,officeqa_pro,OfficeQA Pro,Office,%,43.6,https://openai.com/index/introducing-gpt-5-5/,third_party,verified,False,"{""effort"": ""default"", ""harness"": ""OpenAI internal"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",GPT-5.5 blog table: OfficeQA Pro=43.6%; third-party self-test by OpenAI,0,False
@@ -525,7 +525,7 @@ claude-sonnet-4,Claude Sonnet 4,Anthropic,mmlu,MMLU,Knowledge,% correct,86.5,htt
 claude-sonnet-4,Claude Sonnet 4,Anthropic,mmlu_pro,MMLU-Pro,Knowledge,% correct,84.0,https://huggingface.co/MiniMaxAI/MiniMax-M2,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",MiniMax M2 model card: claude-sonnet-4=84.,0,True
 claude-sonnet-4,Claude Sonnet 4,Anthropic,mmmlu,MMMLU,Knowledge,% correct,86.5,https://www.anthropic.com/news/claude-4,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""avg 14 non-English languages"", ""sampling"": ""pass@1 (single-pass)"", ""temperature"": ""top_p=0.95"", ""tools"": ""none""}",Anthropic Claude 4 blog table. Avg over 14 non-English languages.,0,True
 claude-sonnet-4,Claude Sonnet 4,Anthropic,mmmu,MMMU,Multimodal,% correct,74.4,https://www.anthropic.com/news/claude-4,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (single-pass)"", ""temperature"": ""top_p=0.95"", ""tools"": ""none""}",Anthropic Claude 4 blog table (MMMU validation).,0,True
-claude-sonnet-4,Claude Sonnet 4,Anthropic,multi_swe_bench,Multi-SWE-bench,Coding,,35.7,https://huggingface.co/MiniMaxAI/MiniMax-M2,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic (bash + edit)""}",MiniMax M2 model card: claude-sonnet-4=35.7.,0,True
+claude-sonnet-4,Claude Sonnet 4,Anthropic,multi_swe_bench,Multi-SWE-bench,Coding,%,35.7,https://huggingface.co/MiniMaxAI/MiniMax-M2,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic (bash + edit)""}",MiniMax M2 model card: claude-sonnet-4=35.7.,0,True
 claude-sonnet-4,Claude Sonnet 4,Anthropic,osworld,OSWorld,Agentic,% success,42.0,https://www.datacamp.com/blog/claude-4,,dropped,,," [Dropped: DataCamp is a tutorial/learning platform aggregator, not primary source. Rule R5h-tutorial-blog.]",0,False
 claude-sonnet-4,Claude Sonnet 4,Anthropic,scicode,SciCode,Coding,% correct,40.0,https://huggingface.co/MiniMaxAI/MiniMax-M2,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",MiniMax M2 model card: claude-sonnet-4=40.,0,True
 claude-sonnet-4,Claude Sonnet 4,Anthropic,simpleqa,SimpleQA,Knowledge,% correct,15.9,https://arxiv.org/abs/2507.20534,tech_report,verified,False,"{""context"": ""8192 max output tokens"", ""effort"": ""default"", ""harness"": ""Kimi team evaluation (official API)"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""unified (Kimi team setting)"", ""tools"": ""none (benchmark-specified)""}","Via third-party self-test by Moonshot AI (Kimi K2 tech report, Table 3, p.16). SimpleQA Correct, non-thinking, 8192 max output tokens.",0,True
@@ -563,7 +563,7 @@ claude-sonnet-4.5,Claude Sonnet 4.5,Anthropic,browsecomp,BrowseComp,Agentic,% co
 claude-sonnet-4.5,Claude Sonnet 4.5,Anthropic,browsecomp_zh,BrowseComp-ZH,Agentic search,,42.4,https://z.ai/blog/glm-4.7,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic""}",GLM-4.7 blog: claude-sonnet-4.5=42.4.,1,True
 claude-sonnet-4.5,Claude Sonnet 4.5,Anthropic,brumo_2025,BRUMO 2025,Math,% correct (pass@1),90.83,https://matharena.ai/?comp=brumo--brumo_2025,,verified,,,Confirmed brumo_2025=90.83% on matharena.ai model page.,0,True
 claude-sonnet-4.5,Claude Sonnet 4.5,Anthropic,bullshit_pushback,Bullshit-Bench (Clear Pushback),Behavior,% clear pushback,65.45,https://github.com/petergpt/bullshit-benchmark/tree/main/data/latest,leaderboard,verified,True,"""leaderboard.csv green_rate×100; reasoning=high""",GitHub repo source; not yet verified. R5g(c).,0,True
-claude-sonnet-4.5,Claude Sonnet 4.5,Anthropic,charxiv_reasoning,CharXiv Reasoning,Multimodal,% correct (no tools),68.5,https://deepmind.google/models/gemini/flash/,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepMind /models/gemini/flash/ Performance table: CharXiv Reasoning 68.5%,0,True
+claude-sonnet-4.5,Claude Sonnet 4.5,Anthropic,charxiv_reasoning,CharXiv Reasoning,Multimodal,% accuracy,68.5,https://deepmind.google/models/gemini/flash/,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepMind /models/gemini/flash/ Performance table: CharXiv Reasoning 68.5%,0,True
 claude-sonnet-4.5,Claude Sonnet 4.5,Anthropic,cl_bench,CL-Bench,Long Context,%,18.1,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card Table 3: claude-sonnet-4.5=18.1.,0,False
 claude-sonnet-4.5,Claude Sonnet 4.5,Anthropic,cmimc_2025,CMIMC 2025,Math,% correct (pass@1),66.88,https://matharena.ai/?comp=cmimc--cmimc_2025,,verified,,,Confirmed cmimc_2025=66.88% on matharena.ai model page.,0,True
 claude-sonnet-4.5,Claude Sonnet 4.5,Anthropic,codeforces_rating,Codeforces Rating,Coding,Elo rating,1480.0,https://huggingface.co/deepseek-ai/DeepSeek-V3.2/resolve/main/assets/paper.pdf,tech_report,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3.2 tech report Table 2: claude-sonnet-4.5=1480.,1,True
@@ -580,7 +580,7 @@ claude-sonnet-4.5,Claude Sonnet 4.5,Anthropic,factscore,FActScore (hallucination
 claude-sonnet-4.5,Claude Sonnet 4.5,Anthropic,finance_agent,Finance Agent v1.1,Agentic,% solved,54.5,https://www.anthropic.com/news/claude-sonnet-4-6,official_blog,verified,True,"{""effort"": ""max"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg 5 trials)"", ""temperature"": ""default"", ""tools"": ""agentic""}",Anthropic Sonnet 4.6 blog table: claude-sonnet-4.5 = 54.5.,0,True
 claude-sonnet-4.5,Claude Sonnet 4.5,Anthropic,finsearchcomp,FinSearchComp,Search Agent,%,58.6,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: claude-sonnet-4.5=58.6.,0,False
 claude-sonnet-4.5,Claude Sonnet 4.5,Anthropic,finsearchcomp_global,FinSearchComp-Global,Search Agent,%,60.8,https://huggingface.co/MiniMaxAI/MiniMax-M2,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic""}",MiniMax M2 model card: claude-sonnet-4.5=60.8.,0,True
-claude-sonnet-4.5,Claude Sonnet 4.5,Anthropic,frames,Frames,Agentic search,,78.7,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card Table 3: claude-sonnet-4.5=78.7.,0,True
+claude-sonnet-4.5,Claude Sonnet 4.5,Anthropic,frames,Frames,Agentic search,%,78.7,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card Table 3: claude-sonnet-4.5=78.7.,0,True
 claude-sonnet-4.5,Claude Sonnet 4.5,Anthropic,frontiersci_olympiad,FrontierSci-olympiad,Science,%,60.0,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card Table 3: claude-sonnet-4.5=60.0.,0,False
 claude-sonnet-4.5,Claude Sonnet 4.5,Anthropic,frontiersci_research,FrontierSci-research,Science,%,16.7,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card Table 3: claude-sonnet-4.5=16.7.,0,False
 claude-sonnet-4.5,Claude Sonnet 4.5,Anthropic,gaia,GAIA (text only),Agentic,%,71.2,https://huggingface.co/MiniMaxAI/MiniMax-M2,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic""}",MiniMax M2 model card: claude-sonnet-4.5=71.2.,0,True
@@ -594,7 +594,7 @@ claude-sonnet-4.5,Claude Sonnet 4.5,Anthropic,graphwalks_parents_0k_128k,GraphWa
 claude-sonnet-4.5,Claude Sonnet 4.5,Anthropic,healthbench,HealthBench,Knowledge,%,44.2,https://huggingface.co/moonshotai/Kimi-K2-Thinking,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",Kimi K2-Thinking model card: claude-sonnet-4.5=44.2.,1,True
 claude-sonnet-4.5,Claude Sonnet 4.5,Anthropic,healthbench_hard,HealthBench Hard,Health,,10.9,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card Table 3: claude-sonnet-4.5=10.9.,0,False
 claude-sonnet-4.5,Claude Sonnet 4.5,Anthropic,hle,HLE (Humanity's Last Exam),Reasoning,% correct,17.7,https://www.anthropic.com/news/claude-sonnet-4-6,official_blog,verified,True,"{""effort"": ""max"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg 5 trials)"", ""temperature"": ""default"", ""tools"": ""none (no-tools column)""}",Anthropic Sonnet 4.6 blog table: claude-sonnet-4.5 = 17.7.,6,True
-claude-sonnet-4.5,Claude Sonnet 4.5,Anthropic,hle_text,HLE Text,Search Agent,%,32.0,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: claude-sonnet-4.5=32.0.,0,True
+claude-sonnet-4.5,Claude Sonnet 4.5,Anthropic,hle_text,HLE Text,Reasoning,%,32.0,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: claude-sonnet-4.5=32.0.,0,True
 claude-sonnet-4.5,Claude Sonnet 4.5,Anthropic,hle_verified,HLE Verified,Search Agent,%,37.6,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: claude-sonnet-4.5=37.6.,0,False
 claude-sonnet-4.5,Claude Sonnet 4.5,Anthropic,hmmt_feb_2025,HMMT Feb 2025,Math,%,79.2,https://huggingface.co/deepseek-ai/DeepSeek-V3.2/resolve/main/assets/paper.pdf,tech_report,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3.2 tech report Table 2: claude-sonnet-4.5=79.2.,1,True
 claude-sonnet-4.5,Claude Sonnet 4.5,Anthropic,hmmt_nov_2025,HMMT Nov 2025,Math,% correct,81.7,https://huggingface.co/deepseek-ai/DeepSeek-V3.2/resolve/main/assets/paper.pdf,tech_report,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3.2 tech report Table 2: claude-sonnet-4.5=81.7.,0,True
@@ -617,7 +617,7 @@ claude-sonnet-4.5,Claude Sonnet 4.5,Anthropic,mars_bench,MARS-Bench,Instruction
 claude-sonnet-4.5,Claude Sonnet 4.5,Anthropic,math_500,MATH-500,Math,% correct,95.8,https://www.leanware.co/insights/claude-sonnet-4-5-overview,,needs_review,,,Source is third-party blog (leanware.co); R5h priority.,0,False
 claude-sonnet-4.5,Claude Sonnet 4.5,Anthropic,matharena_apex_2025,MathArena Apex 2025,Math,% correct,1.56,https://matharena.ai/?comp=apex--apex_2025,,verified,,,Confirmed matharena_apex_2025=1.56% on matharena.ai model page.,1,True
 claude-sonnet-4.5,Claude Sonnet 4.5,Anthropic,mcpatlas,MCPAtlas Public,Agentic,% correct (pass@1),43.8,https://www.anthropic.com/news/claude-sonnet-4-6,official_blog,verified,True,"{""effort"": ""max"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg 5 trials)"", ""temperature"": ""default"", ""tools"": ""agentic""}",Anthropic Sonnet 4.6 blog table: claude-sonnet-4.5 = 43.8.,1,True
-claude-sonnet-4.5,Claude Sonnet 4.5,Anthropic,mcpmark,MCPMark,Agentic,,32.1,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: claude-sonnet-4.5=32.1.,1,True
+claude-sonnet-4.5,Claude Sonnet 4.5,Anthropic,mcpmark,MCPMark,Agentic,% success (pass@1),32.1,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: claude-sonnet-4.5=32.1.,1,True
 claude-sonnet-4.5,Claude Sonnet 4.5,Anthropic,mmlu,MMLU,Knowledge,% correct,86.5,https://www.leanware.co/insights/claude-sonnet-4-5-overview,,needs_review,,,Source is third-party blog (leanware.co); R5h priority. Official source has image-only table.,0,False
 claude-sonnet-4.5,Claude Sonnet 4.5,Anthropic,mmlu_pro,MMLU-Pro,Knowledge,% correct,88.2,https://huggingface.co/deepseek-ai/DeepSeek-V3.2/resolve/main/assets/paper.pdf,tech_report,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3.2 tech report Table 2: claude-sonnet-4.5=88.2.,3,True
 claude-sonnet-4.5,Claude Sonnet 4.5,Anthropic,mmlu_redux,MMLU-Redux,Knowledge,,95.6,https://huggingface.co/moonshotai/Kimi-K2-Thinking,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",Kimi K2-Thinking model card: claude-sonnet-4.5=95.6.,0,False
@@ -626,11 +626,11 @@ claude-sonnet-4.5,Claude Sonnet 4.5,Anthropic,mmmu,MMMU,Multimodal,% correct,77.
 claude-sonnet-4.5,Claude Sonnet 4.5,Anthropic,mmmu_pro,MMMU-Pro,Multimodal,% correct,63.4,https://www.anthropic.com/news/claude-sonnet-4-6,official_blog,verified,True,"{""effort"": ""max"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""updated grading: separate Sonnet 4 grader; no 'think step-by-step' prefix"", ""sampling"": ""pass@1 (avg 5 trials)"", ""temperature"": ""default"", ""tools"": ""none""}",Anthropic Sonnet 4.6 blog table: claude-sonnet-4.5 = 63.4.,1,True
 claude-sonnet-4.5,Claude Sonnet 4.5,Anthropic,mrcr_v2,MRCR v2,Long Context,% correct,47.1,https://deepmind.google/models/gemini/flash/,official_blog,verified,True,"{""context"": ""128k"", ""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","DeepMind /models/gemini/flash/ Performance table: MRCR v2 8-needle 128k 47.1% [Promoted to verified, prior unverified value deleted per R5d.]",0,True
 claude-sonnet-4.5,Claude Sonnet 4.5,Anthropic,mrcr_v2_8needle,OpenAI MRCR v2 (8-needle),Long Context,%,47.1,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card Table 3: claude-sonnet-4.5=47.1.,0,True
-claude-sonnet-4.5,Claude Sonnet 4.5,Anthropic,multi_swe_bench,Multi-SWE-bench,Coding,,44.3,https://huggingface.co/MiniMaxAI/MiniMax-M2,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic (bash + edit)""}",MiniMax M2 model card: claude-sonnet-4.5=44.3.,1,True
+claude-sonnet-4.5,Claude Sonnet 4.5,Anthropic,multi_swe_bench,Multi-SWE-bench,Coding,%,44.3,https://huggingface.co/MiniMaxAI/MiniMax-M2,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic (bash + edit)""}",MiniMax M2 model card: claude-sonnet-4.5=44.3.,1,True
 claude-sonnet-4.5,Claude Sonnet 4.5,Anthropic,multichallenge,MultiChallenge,Instruction Following,%,57.3,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card Table 3: claude-sonnet-4.5=57.3.,0,True
 claude-sonnet-4.5,Claude Sonnet 4.5,Anthropic,nl2repo_bench,NL2Repo-Bench,Repository Code,%,39.9,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: claude-sonnet-4.5=39.9.,0,True
 claude-sonnet-4.5,Claude Sonnet 4.5,Anthropic,nl2repo_pass1,NL2Repo (Pass@1),Repository Code,%,3.0,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: claude-sonnet-4.5=3.0.,0,False
-claude-sonnet-4.5,Claude Sonnet 4.5,Anthropic,ojbench,OJBench,Coding,,30.4,https://huggingface.co/moonshotai/Kimi-K2-Thinking,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",Kimi K2-Thinking model card: claude-sonnet-4.5=30.4.,0,True
+claude-sonnet-4.5,Claude Sonnet 4.5,Anthropic,ojbench,OJBench,Coding,%,30.4,https://huggingface.co/moonshotai/Kimi-K2-Thinking,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",Kimi K2-Thinking model card: claude-sonnet-4.5=30.4.,0,True
 claude-sonnet-4.5,Claude Sonnet 4.5,Anthropic,omnidocbench,"OmniDocBench (normalized edit distance, lower is better)",Vision,edit distance (lower=better),0.145,https://deepmind.google/models/gemini/flash/,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepMind /models/gemini/flash/ Performance table: OmniDocBench 1.5 edit distance 0.145,0,True
 claude-sonnet-4.5,Claude Sonnet 4.5,Anthropic,omnidocbench_1.5,OmniDocBench 1.5,Vision,edit distance (lower=better),0.145,,official_blog,verified,False,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepMind /models/gemini/flash/ Performance table: OmniDocBench 1.5 0.145 (third-party self-test by Google DeepMind),0,True
 claude-sonnet-4.5,Claude Sonnet 4.5,Anthropic,osworld,OSWorld,Agentic,% success,61.4,https://www.anthropic.com/news/claude-opus-4-5,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""OSWorld official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""interleaved scratchpads"", ""sampling"": ""pass@1 (avg 5 trials)"", ""temperature"": ""default"", ""tools"": ""agentic (browser/computer use)""}",Anthropic Opus 4.5 blog table: Sonnet 4.5 = 61.4%.,0,True
@@ -690,7 +690,7 @@ claude-sonnet-4.6,Claude Sonnet 4.6,Anthropic,gdpval_aa_elo,GDPval (Artificial A
 claude-sonnet-4.6,Claude Sonnet 4.6,Anthropic,gpqa_diamond,GPQA Diamond,Science,% correct,89.9,https://www.anthropic.com/news/claude-sonnet-4-6,official_blog,verified,True,"{""effort"": ""max"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg 5 trials)"", ""temperature"": ""default"", ""tools"": ""none""}",Anthropic Sonnet 4.6 blog table: claude-sonnet-4.6 = 89.9.,1,True
 claude-sonnet-4.6,Claude Sonnet 4.6,Anthropic,gpqa_main,GPQA Main (full set),Science,,89.9,https://llm-stats.com/benchmarks/gpqa,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""max"", ""harness"": ""Terminus-2 (terminal-bench, thinking off); official otherwise"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per Anthropic Sonnet 4.6 announcement: max thinking effort default; Terminal-Bench=thinking off, Terminus-2; SWE-bench=avg 10 trials; BrowseComp/HLE-with-tools have specific tool configs (web search/fetch + 50k context compaction)."", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg 5-15 trials)"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=Claude Sonnet 4.6, slug=claude-sonnet-4-6, provider=Anthropic",0,True
 claude-sonnet-4.6,Claude Sonnet 4.6,Anthropic,hle,HLE (Humanity's Last Exam),Reasoning,% correct,33.2,https://www.anthropic.com/news/claude-sonnet-4-6,official_blog,verified,True,"{""effort"": ""max"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg 5 trials)"", ""temperature"": ""default"", ""tools"": ""none (no-tools column)""}",Anthropic Sonnet 4.6 blog table: claude-sonnet-4.6 = 33.2.,2,True
-claude-sonnet-4.6,Claude Sonnet 4.6,Anthropic,hle_text,HLE Text,Search Agent,%,49.0,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""max"", ""harness"": ""Terminus-2 (terminal-bench, thinking off); official otherwise"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per Anthropic Sonnet 4.6 announcement: max thinking effort default; Terminal-Bench=thinking off, Terminus-2; SWE-bench=avg 10 trials; BrowseComp/HLE-with-tools have specific tool configs (web search/fetch + 50k context compaction)."", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg 5-15 trials)"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=Claude Sonnet 4.6, slug=claude-sonnet-4-6, provider=Anthropic",0,True
+claude-sonnet-4.6,Claude Sonnet 4.6,Anthropic,hle_text,HLE Text,Reasoning,%,49.0,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""max"", ""harness"": ""Terminus-2 (terminal-bench, thinking off); official otherwise"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per Anthropic Sonnet 4.6 announcement: max thinking effort default; Terminal-Bench=thinking off, Terminus-2; SWE-bench=avg 10 trials; BrowseComp/HLE-with-tools have specific tool configs (web search/fetch + 50k context compaction)."", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg 5-15 trials)"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=Claude Sonnet 4.6, slug=claude-sonnet-4-6, provider=Anthropic",0,True
 claude-sonnet-4.6,Claude Sonnet 4.6,Anthropic,humaneval,HumanEval,Coding,pass@1 %,93.0,https://www.anthropic.com/news/claude-sonnet-4-6,,needs_review,,,Anthropic blog benchmark table is a CDN PNG image; cannot extract text value. Web search shows conflicting values (90.8% vs JSON 93.0%). R5g(c).,0,False
 claude-sonnet-4.6,Claude Sonnet 4.6,Anthropic,ifeval,IFEval,Instruction Following,% correct (prompt strict),92.0,https://www.anthropic.com/news/claude-sonnet-4-6,,needs_review,,,Anthropic blog benchmark table is a CDN PNG image; cannot extract text value. Web search shows 89.9% vs JSON 92.0%. R5g(c).,0,False
 claude-sonnet-4.6,Claude Sonnet 4.6,Anthropic,livecodebench,LiveCodeBench,Coding,pass@1 %,74.0,https://www.anthropic.com/news/claude-sonnet-4-6,,needs_review,,,Anthropic blog benchmark table is a CDN PNG image; cannot extract text value. Web search shows 72.4% vs JSON 74.0%. R5g(c).,0,False
@@ -795,12 +795,12 @@ deepseek-r1,DeepSeek-R1,DeepSeek,codeforces_rating,Codeforces Rating,Coding,Elo
 deepseek-r1,DeepSeek-R1,DeepSeek,collie,COLLIE,Instruction Following,%,34.2,https://arxiv.org/abs/2504.13914,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Seed-Thinking-v1.5 paper Table 2: deepseek-r1=34.2.,0,True
 deepseek-r1,DeepSeek-R1,DeepSeek,critpt,CritPt,Science,% correct,1.1,https://github.com/CritPt-Benchmark/CritPt,leaderboard,verified,True,"""CritPt leaderboard, ε=1.5, % tasks solved""",,0,True
 deepseek-r1,DeepSeek-R1,DeepSeek,drop,DROP,Reasoning,%,92.2,https://arxiv.org/abs/2501.12948,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","DeepSeek R1 paper Table 3 (page 9, R1 final): 92.2.",0,True
-deepseek-r1,DeepSeek-R1,DeepSeek,frames,Frames,Agentic search,,82.5,https://huggingface.co/deepseek-ai/DeepSeek-R1-0528,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek R1-0528 model card: deepseek-r1=82.5.,0,True
+deepseek-r1,DeepSeek-R1,DeepSeek,frames,Frames,Agentic search,%,82.5,https://huggingface.co/deepseek-ai/DeepSeek-R1-0528,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek R1-0528 model card: deepseek-r1=82.5.,0,True
 deepseek-r1,DeepSeek-R1,DeepSeek,gpqa_diamond,GPQA Diamond,Science,% correct,71.5,https://huggingface.co/deepseek-ai/DeepSeek-R1-0528,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek R1-0528 model card: deepseek-r1=71.5.,1,True
 deepseek-r1,DeepSeek-R1,DeepSeek,gpqa_main,GPQA Main (full set),Science,,81.0,https://llm-stats.com/benchmarks/gpqa,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per DeepSeek R1-0528 model card."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=DeepSeek-R1-0528, slug=deepseek-r1-0528, provider=DeepSeek",0,True
 deepseek-r1,DeepSeek-R1,DeepSeek,gsm8k,GSM8K,Math,% correct,97.3,https://arxiv.org/html/2501.12948v1,,dropped,,, | DROPPED: cell URL is arxiv html v1 of R1 paper but R1 paper Table 8 reports MATH-500 not GSM8K. Ghost cell per R5g(a).,0,False
 deepseek-r1,DeepSeek-R1,DeepSeek,hle,HLE (Humanity's Last Exam),Reasoning,% correct,8.5,https://huggingface.co/deepseek-ai/DeepSeek-R1-0528,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek R1-0528 model card: deepseek-r1=8.5.,0,True
-deepseek-r1,DeepSeek-R1,DeepSeek,hle_text,HLE Text,Search Agent,%,17.7,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per DeepSeek R1-0528 model card."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=DeepSeek-R1-0528, slug=deepseek-r1-0528, provider=DeepSeek",0,True
+deepseek-r1,DeepSeek-R1,DeepSeek,hle_text,HLE Text,Reasoning,%,17.7,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per DeepSeek R1-0528 model card."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=DeepSeek-R1-0528, slug=deepseek-r1-0528, provider=DeepSeek",0,True
 deepseek-r1,DeepSeek-R1,DeepSeek,hmmt_feb_2025,HMMT Feb 2025,Math,%,41.7,https://huggingface.co/deepseek-ai/DeepSeek-R1-0528,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek R1-0528 model card: deepseek-r1=41.7.,0,True
 deepseek-r1,DeepSeek-R1,DeepSeek,humaneval,HumanEval,Coding,pass@1 %,96.1,https://arxiv.org/html/2501.12948v1,,dropped,,, | DROPPED: cell URL is arxiv html v1 of R1 paper but R1 paper Table 8 (main) and Table 15 (distill) do not report HumanEval. Ghost cell per R5g(a).,0,False
 deepseek-r1,DeepSeek-R1,DeepSeek,ifbench,IFBench,Instruction Following,% correct,38.0,https://github.com/allenai/IFBench,leaderboard,verified,True,"""IFBench score, 0-shot""",,0,True
@@ -811,7 +811,7 @@ deepseek-r1,DeepSeek-R1,DeepSeek,math_500,MATH-500,Math,% correct,97.3,https://a
 deepseek-r1,DeepSeek-R1,DeepSeek,mmlu,MMLU,Knowledge,% correct,90.8,https://arxiv.org/abs/2501.12948,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","DeepSeek R1 paper Table 3 (page 9, R1 final): 90.8.",0,False
 deepseek-r1,DeepSeek-R1,DeepSeek,mmlu_pro,MMLU-Pro,Knowledge,% correct,84.0,https://huggingface.co/deepseek-ai/DeepSeek-R1-0528,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek R1-0528 model card: deepseek-r1=84.0.,1,True
 deepseek-r1,DeepSeek-R1,DeepSeek,mmlu_redux,MMLU-Redux,Knowledge,,92.9,https://huggingface.co/deepseek-ai/DeepSeek-R1-0528,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek R1-0528 model card: deepseek-r1=92.9.,0,False
-deepseek-r1,DeepSeek-R1,DeepSeek,mt_aime_2024,MT-AIME2024,Math,,91.4,https://llm-stats.com/benchmarks/aime-2024,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per DeepSeek R1-0528 model card."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=DeepSeek-R1-0528, slug=deepseek-r1-0528, provider=DeepSeek",0,True
+deepseek-r1,DeepSeek-R1,DeepSeek,mt_aime_2024,MT-AIME2024,Math,%,91.4,https://llm-stats.com/benchmarks/aime-2024,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per DeepSeek R1-0528 model card."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=DeepSeek-R1-0528, slug=deepseek-r1-0528, provider=DeepSeek",0,True
 deepseek-r1,DeepSeek-R1,DeepSeek,omnimath,OmniMath,Math,,85.0,https://arxiv.org/abs/2504.21318,tech_report,verified,False,"{""effort"": ""unknown"", ""harness"": ""Microsoft Phi internal eval"", ""judge"": ""rule-based"", ""mode"": ""unknown"", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}",Phi-4-reasoning paper Table 1 (deepseek-r1 column): omnimath=85.0,0,False
 deepseek-r1,DeepSeek-R1,DeepSeek,simpleqa,SimpleQA,Knowledge,% correct,30.1,https://huggingface.co/deepseek-ai/DeepSeek-R1-0528,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek R1-0528 model card: deepseek-r1=30.1.,0,True
 deepseek-r1,DeepSeek-R1,DeepSeek,smt_2025,SMT 2025,Math,% correct (pass@1),66.51,https://matharena.ai/?comp=smt--smt_2025,,flagged,,," | MISMATCH: BP=66.51, current matharena=66.98; added candidate",1,False
@@ -831,7 +831,7 @@ deepseek-r1-0528,DeepSeek-R1-0528,DeepSeek,chatbot_arena_elo,Chatbot Arena Elo,H
 deepseek-r1-0528,DeepSeek-R1-0528,DeepSeek,cmimc_2025,CMIMC 2025,Math,% correct (pass@1),69.38,https://matharena.ai/?comp=cmimc--cmimc_2025,,verified,,, | Verified: matharena.ai shows 69.38%,0,True
 deepseek-r1-0528,DeepSeek-R1-0528,DeepSeek,cnmo_2024,CNMO 2024,Math,%,86.9,https://huggingface.co/deepseek-ai/DeepSeek-R1-0528,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek R1-0528 model card: deepseek-r1-0528=86.9.,0,True
 deepseek-r1-0528,DeepSeek-R1-0528,DeepSeek,codeforces_rating,Codeforces Rating,Coding,Elo rating,1930.0,https://huggingface.co/deepseek-ai/DeepSeek-R1-0528,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek R1-0528 model card: deepseek-r1-0528=1930.,0,True
-deepseek-r1-0528,DeepSeek-R1-0528,DeepSeek,frames,Frames,Agentic search,,83.0,https://huggingface.co/deepseek-ai/DeepSeek-R1-0528,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek R1-0528 model card: deepseek-r1-0528=83.0.,0,True
+deepseek-r1-0528,DeepSeek-R1-0528,DeepSeek,frames,Frames,Agentic search,%,83.0,https://huggingface.co/deepseek-ai/DeepSeek-R1-0528,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek R1-0528 model card: deepseek-r1-0528=83.0.,0,True
 deepseek-r1-0528,DeepSeek-R1-0528,DeepSeek,gpqa_diamond,GPQA Diamond,Science,% correct,81.0,https://huggingface.co/deepseek-ai/DeepSeek-R1-0528,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek R1-0528 model card: deepseek-r1-0528=81.0.,0,True
 deepseek-r1-0528,DeepSeek-R1-0528,DeepSeek,hle,HLE (Humanity's Last Exam),Reasoning,% correct,17.7,https://huggingface.co/deepseek-ai/DeepSeek-R1-0528,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek R1-0528 model card: deepseek-r1-0528=17.7.,0,True
 deepseek-r1-0528,DeepSeek-R1-0528,DeepSeek,hmmt_feb_2025,HMMT Feb 2025,Math,%,79.4,https://huggingface.co/deepseek-ai/DeepSeek-R1-0528,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek R1-0528 model card: deepseek-r1-0528=79.4.,0,True
@@ -865,7 +865,7 @@ deepseek-r1-distill-llama-70b,DeepSeek-R1-Distill-Llama-70B,DeepSeek,livecodeben
 deepseek-r1-distill-llama-70b,DeepSeek-R1-Distill-Llama-70B,DeepSeek,math_500,MATH-500,Math,% correct,94.5,https://arxiv.org/abs/2505.09388,tech_report,verified,False,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","Qwen3 tech report (arxiv:2505.09388) Table 13 baseline column for DeepSeek-R1-Distill-Llama-70B (third-party Qwen self-test, matches_canonical=false): MATH-500 94.5",0,True
 deepseek-r1-distill-llama-70b,DeepSeek-R1-Distill-Llama-70B,DeepSeek,mmlu_redux,MMLU-Redux,Knowledge,,89.3,https://arxiv.org/abs/2505.09388,tech_report,verified,False,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","Qwen3 tech report (arxiv:2505.09388) Table 13 baseline column for DeepSeek-R1-Distill-Llama-70B (third-party Qwen self-test, matches_canonical=false): MMLU-Redux 89.3",0,False
 deepseek-r1-distill-llama-70b,DeepSeek-R1-Distill-Llama-70B,DeepSeek,mmmlu,MMMLU,Knowledge,% correct,69.6,https://arxiv.org/abs/2505.09388,tech_report,verified,False,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","Qwen3 tech report (arxiv:2505.09388) Table 13 baseline column for DeepSeek-R1-Distill-Llama-70B (third-party Qwen self-test, matches_canonical=false): MMMLU 14 langs 69.6",0,True
-deepseek-r1-distill-llama-70b,DeepSeek-R1-Distill-Llama-70B,DeepSeek,mt_aime_2024,MT-AIME2024,Math,,29.3,https://arxiv.org/abs/2505.09388,tech_report,verified,False,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","Qwen3 tech report (arxiv:2505.09388) Table 13 baseline column for DeepSeek-R1-Distill-Llama-70B (third-party Qwen self-test, matches_canonical=false): MT-AIME2024 29.3",0,True
+deepseek-r1-distill-llama-70b,DeepSeek-R1-Distill-Llama-70B,DeepSeek,mt_aime_2024,MT-AIME2024,Math,%,29.3,https://arxiv.org/abs/2505.09388,tech_report,verified,False,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","Qwen3 tech report (arxiv:2505.09388) Table 13 baseline column for DeepSeek-R1-Distill-Llama-70B (third-party Qwen self-test, matches_canonical=false): MT-AIME2024 29.3",0,True
 deepseek-r1-distill-llama-70b,DeepSeek-R1-Distill-Llama-70B,DeepSeek,multi_if,Multi-IF,Instruction Following,%,57.6,https://arxiv.org/abs/2505.09388,tech_report,verified,False,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","Qwen3 tech report (arxiv:2505.09388) Table 13 baseline column for DeepSeek-R1-Distill-Llama-70B (third-party Qwen self-test, matches_canonical=false): Multi-IF 57.6",0,True
 deepseek-r1-distill-llama-70b,DeepSeek-R1-Distill-Llama-70B,DeepSeek,omnimath,OmniMath,Math,,63.4,https://arxiv.org/abs/2504.21318,tech_report,verified,False,"{""effort"": ""unknown"", ""harness"": ""Microsoft Phi internal eval"", ""judge"": ""rule-based"", ""mode"": ""unknown"", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}",Phi-4-reasoning paper Table 1 (deepseek-r1-distill-llama-70b column): omnimath=63.4,0,False
 deepseek-r1-distill-llama-8b,DeepSeek-R1-Distill-Llama-8B,DeepSeek,aime_2024,AIME 2024,Math,% correct (pass@1),50.4,https://arxiv.org/abs/2501.12948,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek R1 paper Table 15: deepseek-r1-distill-llama-8b=50.4.,0,False
@@ -877,7 +877,7 @@ deepseek-r1-distill-llama-8b,DeepSeek-R1-Distill-Llama-8B,DeepSeek,gpqa_main,GPQ
 deepseek-r1-distill-llama-8b,DeepSeek-R1-Distill-Llama-8B,DeepSeek,ifeval,IFEval,Instruction Following,% correct (prompt strict),59.0,https://arxiv.org/abs/2505.09388,tech_report,verified,False,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","Qwen3 tech report (arxiv:2505.09388) Table 19 baseline column for deepseek-r1-distill-llama-8b: IFEval strict 59.0. Third-party Qwen self-test, matches_canonical=false.",0,False
 deepseek-r1-distill-llama-8b,DeepSeek-R1-Distill-Llama-8B,DeepSeek,livecodebench,LiveCodeBench,Coding,pass@1 %,42.5,https://arxiv.org/abs/2505.09388,tech_report,verified,False,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","Qwen3 tech report (arxiv:2505.09388) Table 19 baseline column for deepseek-r1-distill-llama-8b: LiveCodeBench v5 42.5. Third-party Qwen self-test, matches_canonical=false.",0,False
 deepseek-r1-distill-llama-8b,DeepSeek-R1-Distill-Llama-8B,DeepSeek,math_500,MATH-500,Math,% correct,89.1,https://arxiv.org/abs/2501.12948,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek R1 paper Table 15: deepseek-r1-distill-llama-8b=89.1.,0,False
-deepseek-r1-distill-llama-8b,DeepSeek-R1-Distill-Llama-8B,DeepSeek,mt_aime_2024,MT-AIME2024,Math,,80.0,https://llm-stats.com/benchmarks/aime-2024,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per DeepSeek R1 paper Table 15 (distilled model)."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","llm-stats.com row: model=DeepSeek R1 Distill Llama 8B, slug=deepseek-r1-distill-llama-8b, provider=DeepSeek",0,False
+deepseek-r1-distill-llama-8b,DeepSeek-R1-Distill-Llama-8B,DeepSeek,mt_aime_2024,MT-AIME2024,Math,%,80.0,https://llm-stats.com/benchmarks/aime-2024,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per DeepSeek R1 paper Table 15 (distilled model)."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","llm-stats.com row: model=DeepSeek R1 Distill Llama 8B, slug=deepseek-r1-distill-llama-8b, provider=DeepSeek",0,False
 deepseek-r1-distill-qwen-1.5b,DeepSeek-R1-Distill-Qwen-1.5B,DeepSeek,aime_2024,AIME 2024,Math,% correct (pass@1),28.9,https://arxiv.org/abs/2501.12948,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek R1 paper Table 15: deepseek-r1-distill-qwen-1.5b=28.9.,0,False
 deepseek-r1-distill-qwen-1.5b,DeepSeek-R1-Distill-Qwen-1.5B,DeepSeek,aime_2025,AIME 2025,Math,% correct (pass@1),22.8,https://arxiv.org/abs/2505.09388,tech_report,verified,False,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","Qwen3 tech report (arxiv:2505.09388) Table 19 baseline column for deepseek-r1-distill-qwen-1.5b: AIME 2025 22.8. Third-party Qwen self-test, matches_canonical=false.",0,False
 deepseek-r1-distill-qwen-1.5b,DeepSeek-R1-Distill-Qwen-1.5B,DeepSeek,arena_hard,Arena-Hard Auto,Instruction Following,% win rate,4.5,https://arxiv.org/abs/2505.09388,tech_report,verified,False,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","Qwen3 tech report (arxiv:2505.09388) Table 19 baseline column for deepseek-r1-distill-qwen-1.5b: Arena-Hard 4.5. Third-party Qwen self-test, matches_canonical=false.",0,False
@@ -887,14 +887,14 @@ deepseek-r1-distill-qwen-1.5b,DeepSeek-R1-Distill-Qwen-1.5B,DeepSeek,gpqa_main,G
 deepseek-r1-distill-qwen-1.5b,DeepSeek-R1-Distill-Qwen-1.5B,DeepSeek,ifeval,IFEval,Instruction Following,% correct (prompt strict),39.9,https://arxiv.org/abs/2505.09388,tech_report,verified,False,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","Qwen3 tech report (arxiv:2505.09388) Table 19 baseline column for deepseek-r1-distill-qwen-1.5b: IFEval strict 39.9. Third-party Qwen self-test, matches_canonical=false.",0,False
 deepseek-r1-distill-qwen-1.5b,DeepSeek-R1-Distill-Qwen-1.5B,DeepSeek,livecodebench,LiveCodeBench,Coding,pass@1 %,13.2,https://arxiv.org/abs/2505.09388,tech_report,verified,False,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","Qwen3 tech report (arxiv:2505.09388) Table 19 baseline column for deepseek-r1-distill-qwen-1.5b: LiveCodeBench v5 13.2. Third-party Qwen self-test, matches_canonical=false.",0,False
 deepseek-r1-distill-qwen-1.5b,DeepSeek-R1-Distill-Qwen-1.5B,DeepSeek,math_500,MATH-500,Math,% correct,83.9,https://arxiv.org/abs/2501.12948,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek R1 paper Table 15: deepseek-r1-distill-qwen-1.5b=83.9.,0,False
-deepseek-r1-distill-qwen-1.5b,DeepSeek-R1-Distill-Qwen-1.5B,DeepSeek,mt_aime_2024,MT-AIME2024,Math,,52.7,https://llm-stats.com/benchmarks/aime-2024,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per DeepSeek R1 paper Table 15 (distilled model)."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","llm-stats.com row: model=DeepSeek R1 Distill Qwen 1.5B, slug=deepseek-r1-distill-qwen-1.5b, provider=DeepSeek",0,False
+deepseek-r1-distill-qwen-1.5b,DeepSeek-R1-Distill-Qwen-1.5B,DeepSeek,mt_aime_2024,MT-AIME2024,Math,%,52.7,https://llm-stats.com/benchmarks/aime-2024,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per DeepSeek R1 paper Table 15 (distilled model)."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","llm-stats.com row: model=DeepSeek R1 Distill Qwen 1.5B, slug=deepseek-r1-distill-qwen-1.5b, provider=DeepSeek",0,False
 deepseek-r1-distill-qwen-14b,DeepSeek-R1-Distill-Qwen-14B,DeepSeek,aime_2024,AIME 2024,Math,% correct (pass@1),69.7,https://arxiv.org/abs/2501.12948,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek R1 paper Table 15: deepseek-r1-distill-qwen-14b=69.7.,0,False
 deepseek-r1-distill-qwen-14b,DeepSeek-R1-Distill-Qwen-14B,DeepSeek,codeforces_rating,Codeforces Rating,Coding,Elo rating,1481.0,https://arxiv.org/abs/2501.12948,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek R1 paper Table 15: deepseek-r1-distill-qwen-14b=1481.,0,False
 deepseek-r1-distill-qwen-14b,DeepSeek-R1-Distill-Qwen-14B,DeepSeek,gpqa_diamond,GPQA Diamond,Science,% correct,59.1,https://arxiv.org/abs/2501.12948,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek R1 paper Table 15: deepseek-r1-distill-qwen-14b=59.1.,0,False
 deepseek-r1-distill-qwen-14b,DeepSeek-R1-Distill-Qwen-14B,DeepSeek,gpqa_main,GPQA Main (full set),Science,,59.1,https://llm-stats.com/benchmarks/gpqa,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per DeepSeek R1 paper Table 15 (distilled model)."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","llm-stats.com row: model=DeepSeek R1 Distill Qwen 14B, slug=deepseek-r1-distill-qwen-14b, provider=DeepSeek",0,False
 deepseek-r1-distill-qwen-14b,DeepSeek-R1-Distill-Qwen-14B,DeepSeek,livecodebench,LiveCodeBench,Coding,pass@1 %,53.1,https://arxiv.org/abs/2501.12948,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek R1 paper Table 15: deepseek-r1-distill-qwen-14b=53.1.,0,False
 deepseek-r1-distill-qwen-14b,DeepSeek-R1-Distill-Qwen-14B,DeepSeek,math_500,MATH-500,Math,% correct,93.9,https://arxiv.org/abs/2501.12948,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek R1 paper Table 15: deepseek-r1-distill-qwen-14b=93.9.,0,False
-deepseek-r1-distill-qwen-14b,DeepSeek-R1-Distill-Qwen-14B,DeepSeek,mt_aime_2024,MT-AIME2024,Math,,80.0,https://llm-stats.com/benchmarks/aime-2024,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per DeepSeek R1 paper Table 15 (distilled model)."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","llm-stats.com row: model=DeepSeek R1 Distill Qwen 14B, slug=deepseek-r1-distill-qwen-14b, provider=DeepSeek",0,False
+deepseek-r1-distill-qwen-14b,DeepSeek-R1-Distill-Qwen-14B,DeepSeek,mt_aime_2024,MT-AIME2024,Math,%,80.0,https://llm-stats.com/benchmarks/aime-2024,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per DeepSeek R1 paper Table 15 (distilled model)."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","llm-stats.com row: model=DeepSeek R1 Distill Qwen 14B, slug=deepseek-r1-distill-qwen-14b, provider=DeepSeek",0,False
 deepseek-r1-distill-qwen-32b,DeepSeek-R1-Distill-Qwen-32B,DeepSeek,aime_2024,AIME 2024,Math,% correct (pass@1),72.6,https://arxiv.org/abs/2501.12948,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek R1 paper Table 15: deepseek-r1-distill-qwen-32b=72.6.,0,False
 deepseek-r1-distill-qwen-32b,DeepSeek-R1-Distill-Qwen-32B,DeepSeek,aime_2025,AIME 2025,Math,% correct (pass@1),72.6,https://arxiv.org/html/2501.12948v1,,dropped,,," | DROPPED: cell URL arxiv html v1 of R1 paper, but R1 paper does NOT report distill-qwen-32b AIME 2025 (Table 13 only reports R1 main). Value 72.6 matches AIME 2024 score → likely scrape error. Ghost cell per R5g(a).",0,False
 deepseek-r1-distill-qwen-32b,DeepSeek-R1-Distill-Qwen-32B,DeepSeek,codeforces_rating,Codeforces Rating,Coding,Elo rating,1691.0,https://arxiv.org/abs/2501.12948,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek R1 paper Table 15: deepseek-r1-distill-qwen-32b=1691.,0,False
@@ -903,21 +903,21 @@ deepseek-r1-distill-qwen-32b,DeepSeek-R1-Distill-Qwen-32B,DeepSeek,gpqa_main,GPQ
 deepseek-r1-distill-qwen-32b,DeepSeek-R1-Distill-Qwen-32B,DeepSeek,humaneval,HumanEval,Coding,pass@1 %,82.0,https://arxiv.org/html/2501.12948v1,,dropped,,," | DROPPED: cell URL arxiv html v1, but R1 paper does not report distill HumanEval. Ghost cell.",0,False
 deepseek-r1-distill-qwen-32b,DeepSeek-R1-Distill-Qwen-32B,DeepSeek,livecodebench,LiveCodeBench,Coding,pass@1 %,57.2,https://arxiv.org/abs/2501.12948,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek R1 paper Table 15: deepseek-r1-distill-qwen-32b=57.2.,0,False
 deepseek-r1-distill-qwen-32b,DeepSeek-R1-Distill-Qwen-32B,DeepSeek,math_500,MATH-500,Math,% correct,94.3,https://arxiv.org/abs/2501.12948,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek R1 paper Table 15: deepseek-r1-distill-qwen-32b=94.3.,0,False
-deepseek-r1-distill-qwen-32b,DeepSeek-R1-Distill-Qwen-32B,DeepSeek,mt_aime_2024,MT-AIME2024,Math,,83.3,https://llm-stats.com/benchmarks/aime-2024,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per DeepSeek R1 paper Table 15 (distilled model)."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","llm-stats.com row: model=DeepSeek R1 Distill Qwen 32B, slug=deepseek-r1-distill-qwen-32b, provider=DeepSeek",0,False
+deepseek-r1-distill-qwen-32b,DeepSeek-R1-Distill-Qwen-32B,DeepSeek,mt_aime_2024,MT-AIME2024,Math,%,83.3,https://llm-stats.com/benchmarks/aime-2024,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per DeepSeek R1 paper Table 15 (distilled model)."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","llm-stats.com row: model=DeepSeek R1 Distill Qwen 32B, slug=deepseek-r1-distill-qwen-32b, provider=DeepSeek",0,False
 deepseek-r1-distill-qwen-7b,DeepSeek-R1-Distill-Qwen-7B,DeepSeek,aime_2024,AIME 2024,Math,% correct (pass@1),55.5,https://arxiv.org/abs/2501.12948,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek R1 paper Table 15: deepseek-r1-distill-qwen-7b=55.5.,0,False
 deepseek-r1-distill-qwen-7b,DeepSeek-R1-Distill-Qwen-7B,DeepSeek,codeforces_rating,Codeforces Rating,Coding,Elo rating,1189.0,https://arxiv.org/abs/2501.12948,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek R1 paper Table 15: deepseek-r1-distill-qwen-7b=1189.,0,False
 deepseek-r1-distill-qwen-7b,DeepSeek-R1-Distill-Qwen-7B,DeepSeek,gpqa_diamond,GPQA Diamond,Science,% correct,49.1,https://arxiv.org/abs/2501.12948,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek R1 paper Table 15: deepseek-r1-distill-qwen-7b=49.1.,0,False
 deepseek-r1-distill-qwen-7b,DeepSeek-R1-Distill-Qwen-7B,DeepSeek,gpqa_main,GPQA Main (full set),Science,,49.1,https://llm-stats.com/benchmarks/gpqa,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per DeepSeek R1 paper Table 15 (distilled model)."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","llm-stats.com row: model=DeepSeek R1 Distill Qwen 7B, slug=deepseek-r1-distill-qwen-7b, provider=DeepSeek",0,False
 deepseek-r1-distill-qwen-7b,DeepSeek-R1-Distill-Qwen-7B,DeepSeek,livecodebench,LiveCodeBench,Coding,pass@1 %,37.6,https://arxiv.org/abs/2501.12948,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek R1 paper Table 15: deepseek-r1-distill-qwen-7b=37.6.,0,False
 deepseek-r1-distill-qwen-7b,DeepSeek-R1-Distill-Qwen-7B,DeepSeek,math_500,MATH-500,Math,% correct,92.8,https://arxiv.org/abs/2501.12948,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek R1 paper Table 15: deepseek-r1-distill-qwen-7b=92.8.,0,False
-deepseek-r1-distill-qwen-7b,DeepSeek-R1-Distill-Qwen-7B,DeepSeek,mt_aime_2024,MT-AIME2024,Math,,83.3,https://llm-stats.com/benchmarks/aime-2024,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per DeepSeek R1 paper Table 15 (distilled model)."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","llm-stats.com row: model=DeepSeek R1 Distill Qwen 7B, slug=deepseek-r1-distill-qwen-7b, provider=DeepSeek",0,False
+deepseek-r1-distill-qwen-7b,DeepSeek-R1-Distill-Qwen-7B,DeepSeek,mt_aime_2024,MT-AIME2024,Math,%,83.3,https://llm-stats.com/benchmarks/aime-2024,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per DeepSeek R1 paper Table 15 (distilled model)."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","llm-stats.com row: model=DeepSeek R1 Distill Qwen 7B, slug=deepseek-r1-distill-qwen-7b, provider=DeepSeek",0,False
 deepseek-v2-0506,DeepSeek-V2-0506,DeepSeek,aime_2024,AIME 2024,Math,% correct (pass@1),4.6,https://arxiv.org/abs/2412.19437,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3 paper Table 6: deepseek-v2-0506=4.6.,0,True
 deepseek-v2-0506,DeepSeek-V2-0506,DeepSeek,c_eval,C-Eval (Chinese),Knowledge,%,78.6,https://arxiv.org/abs/2412.19437,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3 paper Table 6: deepseek-v2-0506=78.6.,0,True
 deepseek-v2-0506,DeepSeek-V2-0506,DeepSeek,chinese_simpleqa,Chinese-SimpleQA,Knowledge,%,48.5,https://arxiv.org/abs/2412.19437,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3 paper Table 6: deepseek-v2-0506=48.5.,0,True
 deepseek-v2-0506,DeepSeek-V2-0506,DeepSeek,cluewsc,CLUEWSC,Chinese,%,89.9,https://arxiv.org/abs/2412.19437,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3 paper Table 6: deepseek-v2-0506=89.9.,0,True
 deepseek-v2-0506,DeepSeek-V2-0506,DeepSeek,cnmo_2024,CNMO 2024,Math,%,2.8,https://arxiv.org/abs/2412.19437,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3 paper Table 6: deepseek-v2-0506=2.8.,0,True
 deepseek-v2-0506,DeepSeek-V2-0506,DeepSeek,drop,DROP,Reasoning,%,83.0,https://arxiv.org/abs/2412.19437,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3 paper Table 6: deepseek-v2-0506=83.0.,0,True
-deepseek-v2-0506,DeepSeek-V2-0506,DeepSeek,frames,Frames,Agentic search,,66.9,https://arxiv.org/abs/2412.19437,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3 paper Table 6: deepseek-v2-0506=66.9.,0,True
+deepseek-v2-0506,DeepSeek-V2-0506,DeepSeek,frames,Frames,Agentic search,%,66.9,https://arxiv.org/abs/2412.19437,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3 paper Table 6: deepseek-v2-0506=66.9.,0,True
 deepseek-v2-0506,DeepSeek-V2-0506,DeepSeek,gpqa_diamond,GPQA Diamond,Science,% correct,35.3,https://arxiv.org/abs/2412.19437,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3 paper Table 6: deepseek-v2-0506=35.3.,0,True
 deepseek-v2-0506,DeepSeek-V2-0506,DeepSeek,humaneval,HumanEval,Coding,pass@1 %,69.3,https://arxiv.org/abs/2412.19437,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3 paper Table 6: deepseek-v2-0506=69.3.,0,True
 deepseek-v2-0506,DeepSeek-V2-0506,DeepSeek,ifeval,IFEval,Instruction Following,% correct (prompt strict),57.7,https://arxiv.org/abs/2412.19437,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3 paper Table 6: deepseek-v2-0506=57.7.,0,True
@@ -936,7 +936,7 @@ deepseek-v2.5-0905,DeepSeek-V2.5-0905,DeepSeek,chinese_simpleqa,Chinese-SimpleQA
 deepseek-v2.5-0905,DeepSeek-V2.5-0905,DeepSeek,cluewsc,CLUEWSC,Chinese,%,90.4,https://arxiv.org/abs/2412.19437,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3 paper Table 6: deepseek-v2.5-0905=90.4.,0,True
 deepseek-v2.5-0905,DeepSeek-V2.5-0905,DeepSeek,cnmo_2024,CNMO 2024,Math,%,10.8,https://arxiv.org/abs/2412.19437,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3 paper Table 6: deepseek-v2.5-0905=10.8.,0,True
 deepseek-v2.5-0905,DeepSeek-V2.5-0905,DeepSeek,drop,DROP,Reasoning,%,87.8,https://arxiv.org/abs/2412.19437,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3 paper Table 6: deepseek-v2.5-0905=87.8.,0,True
-deepseek-v2.5-0905,DeepSeek-V2.5-0905,DeepSeek,frames,Frames,Agentic search,,65.4,https://arxiv.org/abs/2412.19437,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3 paper Table 6: deepseek-v2.5-0905=65.4.,0,True
+deepseek-v2.5-0905,DeepSeek-V2.5-0905,DeepSeek,frames,Frames,Agentic search,%,65.4,https://arxiv.org/abs/2412.19437,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3 paper Table 6: deepseek-v2.5-0905=65.4.,0,True
 deepseek-v2.5-0905,DeepSeek-V2.5-0905,DeepSeek,gpqa_diamond,GPQA Diamond,Science,% correct,41.3,https://arxiv.org/abs/2412.19437,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3 paper Table 6: deepseek-v2.5-0905=41.3.,0,True
 deepseek-v2.5-0905,DeepSeek-V2.5-0905,DeepSeek,gsm8k,GSM8K,Math,% correct,95.1,https://llm-stats.com/benchmarks/gsm8k,third_party_aggregator,verified_third_party,False,"{""snapshot"": ""0905""}","llm-stats.com row: model=DeepSeek-V2.5, slug=deepseek-v2.5, provider=DeepSeek",0,True
 deepseek-v2.5-0905,DeepSeek-V2.5-0905,DeepSeek,humaneval,HumanEval,Coding,pass@1 %,77.4,https://arxiv.org/abs/2412.19437,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3 paper Table 6: deepseek-v2.5-0905=77.4.,1,True
@@ -966,7 +966,7 @@ deepseek-v3,DeepSeek-V3,DeepSeek,cluewsc,CLUEWSC,Chinese,%,90.9,https://arxiv.or
 deepseek-v3,DeepSeek-V3,DeepSeek,cnmo_2024,CNMO 2024,Math,%,43.2,https://arxiv.org/abs/2412.19437,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3 paper Table 6: deepseek-v3=43.2.,0,True
 deepseek-v3,DeepSeek-V3,DeepSeek,codeforces_rating,Codeforces Rating,Coding,Elo rating,1134.0,https://arxiv.org/html/2501.12948v1,academic_paper,verified,True,,,0,True
 deepseek-v3,DeepSeek-V3,DeepSeek,drop,DROP,Reasoning,%,91.6,https://arxiv.org/abs/2412.19437,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3 paper Table 6: deepseek-v3=91.6.,0,True
-deepseek-v3,DeepSeek-V3,DeepSeek,frames,Frames,Agentic search,,73.3,https://arxiv.org/abs/2412.19437,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3 paper Table 6: deepseek-v3=73.3.,0,True
+deepseek-v3,DeepSeek-V3,DeepSeek,frames,Frames,Agentic search,%,73.3,https://arxiv.org/abs/2412.19437,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3 paper Table 6: deepseek-v3=73.3.,0,True
 deepseek-v3,DeepSeek-V3,DeepSeek,gpqa_diamond,GPQA Diamond,Science,% correct,59.1,https://arxiv.org/abs/2412.19437,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3 paper Table 6: deepseek-v3=59.1.,0,True
 deepseek-v3,DeepSeek-V3,DeepSeek,gpqa_main,GPQA Main (full set),Science,,53.6,https://cohere.com/research/papers/command-a-technical-report.pdf,tech_report,verified,False,"{""effort"": ""n/a"", ""harness"": ""Cohere internal eval"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","Command A paper (deepseek-v3 column): gpqa=53.6. Third-party Cohere reproduction, mc=false.",1,True
 deepseek-v3,DeepSeek-V3,DeepSeek,gsm8k,GSM8K,Math,% correct,89.3,https://github.com/deepseek-ai/DeepSeek-V3,tech_report,verified,True,"""GSM8K, 8-shot EM, README Table""",,0,True
@@ -981,7 +981,7 @@ deepseek-v3,DeepSeek-V3,DeepSeek,mbpp_plus,MBPP+,Coding,,86.5,https://cohere.com
 deepseek-v3,DeepSeek-V3,DeepSeek,mmlu,MMLU,Knowledge,% correct,88.5,https://arxiv.org/abs/2412.19437,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3 paper Table 6: deepseek-v3=88.5.,1,False
 deepseek-v3,DeepSeek-V3,DeepSeek,mmlu_pro,MMLU-Pro,Knowledge,% correct,75.9,https://arxiv.org/abs/2412.19437,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3 paper Table 6: deepseek-v3=75.9.,0,True
 deepseek-v3,DeepSeek-V3,DeepSeek,mmlu_redux,MMLU-Redux,Knowledge,,89.1,https://arxiv.org/abs/2412.19437,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3 paper Table 6: deepseek-v3=89.1.,0,False
-deepseek-v3,DeepSeek-V3,DeepSeek,mt_aime_2024,MT-AIME2024,Math,,59.4,https://llm-stats.com/benchmarks/aime-2024,third_party_aggregator,verified_third_party,True,{},"llm-stats.com row: model=DeepSeek-V3 0324, slug=deepseek-v3-0324, provider=DeepSeek",0,True
+deepseek-v3,DeepSeek-V3,DeepSeek,mt_aime_2024,MT-AIME2024,Math,%,59.4,https://llm-stats.com/benchmarks/aime-2024,third_party_aggregator,verified_third_party,True,{},"llm-stats.com row: model=DeepSeek-V3 0324, slug=deepseek-v3-0324, provider=DeepSeek",0,True
 deepseek-v3,DeepSeek-V3,DeepSeek,ntrex,NTREX,Multilingual,,71.0,https://cohere.com/research/papers/command-a-technical-report.pdf,tech_report,verified,False,"{""effort"": ""n/a"", ""harness"": ""Cohere internal eval"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","Command A paper (deepseek-v3 column): ntrex=71.0. Third-party Cohere reproduction, mc=false.",0,False
 deepseek-v3,DeepSeek-V3,DeepSeek,repoqa,RepoQA,Coding,,91.2,https://cohere.com/research/papers/command-a-technical-report.pdf,tech_report,verified,False,"{""effort"": ""n/a"", ""harness"": ""Cohere internal eval"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","Command A paper (deepseek-v3 column): repoqa=91.2. Third-party Cohere reproduction, mc=false.",1,True
 deepseek-v3,DeepSeek-V3,DeepSeek,simpleqa,SimpleQA,Knowledge,% correct,24.9,https://arxiv.org/abs/2412.19437,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3 paper Table 6: deepseek-v3=24.9.,0,True
@@ -1031,7 +1031,7 @@ deepseek-v3.2,DeepSeek-V3.2,DeepSeek,gpqa_diamond,GPQA Diamond,Science,% correct
 deepseek-v3.2,DeepSeek-V3.2,DeepSeek,gpqa_main,GPQA Main (full set),Science,,82.4,https://llm-stats.com/benchmarks/gpqa,third_party_aggregator,verified_third_party,False,"{""mode"": ""thinking (DeepSeek-Reasoner endpoint)""}","llm-stats.com row: model=DeepSeek-V3.2 (Thinking), slug=deepseek-reasoner, provider=DeepSeek",0,True
 deepseek-v3.2,DeepSeek-V3.2,DeepSeek,healthbench,HealthBench,Knowledge,%,46.9,https://huggingface.co/moonshotai/Kimi-K2-Thinking,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",Kimi K2-Thinking model card: deepseek-v3.2=46.9.,0,True
 deepseek-v3.2,DeepSeek-V3.2,DeepSeek,hle,HLE (Humanity's Last Exam),Reasoning,% correct,25.1,https://huggingface.co/deepseek-ai/DeepSeek-V3.2/resolve/main/assets/paper.pdf,tech_report,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",DeepSeek V3.2 tech report Table 2: deepseek-v3.2=25.1.,3,True
-deepseek-v3.2,DeepSeek-V3.2,DeepSeek,hle_text,HLE Text,Search Agent,%,40.8,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,True,"{""context"": ""128K"", ""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per DeepSeek V3.2 tech report: temperature=1.0, context=128K, thinking mode for tool-use."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=DeepSeek-V3.2, slug=deepseek-v3.2, provider=DeepSeek",0,True
+deepseek-v3.2,DeepSeek-V3.2,DeepSeek,hle_text,HLE Text,Reasoning,%,40.8,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,True,"{""context"": ""128K"", ""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per DeepSeek V3.2 tech report: temperature=1.0, context=128K, thinking mode for tool-use."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=DeepSeek-V3.2, slug=deepseek-v3.2, provider=DeepSeek",0,True
 deepseek-v3.2,DeepSeek-V3.2,DeepSeek,hle_tools,HLE (w/ tools),Reasoning & Knowledge,accuracy (%),40.8,https://huggingface.co/moonshotai/Kimi-K2.5,model_card,verified,False,"""text-only subset, with tools, pass@1""",†: DeepSeek V3.2 HLE (w/tools) score corresponds to text-only subset (vision not supported). Reported in Kimi K2.5 HF model card.,0,True
 deepseek-v3.2,DeepSeek-V3.2,DeepSeek,hmmt_feb_2025,HMMT Feb 2025,Math,%,92.5,https://huggingface.co/deepseek-ai/DeepSeek-V3.2/resolve/main/assets/paper.pdf,tech_report,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",DeepSeek V3.2 tech report Table 2: deepseek-v3.2=92.5.,3,True
 deepseek-v3.2,DeepSeek-V3.2,DeepSeek,hmmt_feb_2026,HMMT Feb 2026,Math,% correct (pass@1),79.9,https://z.ai/blog/glm-5.1,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",GLM-5.1 blog: deepseek-v3.2=79.9.,0,True
@@ -1048,13 +1048,13 @@ deepseek-v3.2,DeepSeek-V3.2,DeepSeek,longform_writing,Longform Writing,Writing,%
 deepseek-v3.2,DeepSeek-V3.2,DeepSeek,math_500,MATH-500,Math,% correct,97.3,https://artificialanalysis.ai/evaluations/math-500,,needs_review,,,"Reference URL is AA math-500 eval page, but deepseek-v3-2 is NOT present on that page; AA shows math_500=null for this model. Possible ghost score (R5g-a). Cannot verify 97.3% from AA source.",0,False
 deepseek-v3.2,DeepSeek-V3.2,DeepSeek,matharena_apex_2025,MathArena Apex 2025,Math,% correct,2.08,https://matharena.ai/?comp=apex--apex_2025,leaderboard,verified,True,"""thinking:default""",,0,True
 deepseek-v3.2,DeepSeek-V3.2,DeepSeek,mcpatlas,MCPAtlas Public,Agentic,% correct (pass@1),62.2,https://z.ai/blog/glm-5.1,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic""}",GLM-5.1 blog: deepseek-v3.2=62.2.,0,True
-deepseek-v3.2,DeepSeek-V3.2,DeepSeek,mcpmark,MCPMark,Agentic,,38.0,https://huggingface.co/deepseek-ai/DeepSeek-V3.2/resolve/main/assets/paper.pdf,tech_report,verified,False,"{""context"": ""128K"", ""effort"": ""default"", ""harness"": ""internal"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""agentic""}",DS V3.2 tech report Table 2: DeepSeek-V3.2-Thinking=38.0. DS uses internal MCP environment (not official MCP-Mark setting).,0,True
+deepseek-v3.2,DeepSeek-V3.2,DeepSeek,mcpmark,MCPMark,Agentic,% success (pass@1),38.0,https://huggingface.co/deepseek-ai/DeepSeek-V3.2/resolve/main/assets/paper.pdf,tech_report,verified,False,"{""context"": ""128K"", ""effort"": ""default"", ""harness"": ""internal"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""agentic""}",DS V3.2 tech report Table 2: DeepSeek-V3.2-Thinking=38.0. DS uses internal MCP environment (not official MCP-Mark setting).,0,True
 deepseek-v3.2,DeepSeek-V3.2,DeepSeek,mmlu,MMLU,Knowledge,% correct,90.5,https://introl.com/blog/deepseek-v3-2-open-source-ai-cost-advantage,,dropped,,,"DROPPED (R5h): random third-party blog/aggregator, no primary trail",0,False
 deepseek-v3.2,DeepSeek-V3.2,DeepSeek,mmlu_pro,MMLU-Pro,Knowledge,% correct,85.0,https://huggingface.co/deepseek-ai/DeepSeek-V3.2/resolve/main/assets/paper.pdf,tech_report,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",DeepSeek V3.2 tech report Table 2: deepseek-v3.2=85.0.,2,True
 deepseek-v3.2,DeepSeek-V3.2,DeepSeek,mmlu_redux,MMLU-Redux,Knowledge,,93.7,https://huggingface.co/moonshotai/Kimi-K2-Thinking,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",Kimi K2-Thinking model card: deepseek-v3.2=93.7.,0,False
 deepseek-v3.2,DeepSeek-V3.2,DeepSeek,mmmu_pro,MMMU-Pro,Multimodal,% correct,81.0,https://www.bentoml.com/blog/the-complete-guide-to-deepseek-models-from-v3-to-r1-and-beyond,,dropped,,,"DROPPED (R5h): random third-party blog/aggregator, no primary trail",0,False
-deepseek-v3.2,DeepSeek-V3.2,DeepSeek,multi_swe_bench,Multi-SWE-bench,Coding,,30.6,https://huggingface.co/MiniMaxAI/MiniMax-M2,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic (bash + edit)""}",MiniMax M2 model card: deepseek-v3.2=30.6.,0,True
-deepseek-v3.2,DeepSeek-V3.2,DeepSeek,ojbench,OJBench,Coding,,54.7,https://huggingface.co/moonshotai/Kimi-K2.5,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",Kimi K2.5 model card: deepseek-v3.2=54.7.,1,True
+deepseek-v3.2,DeepSeek-V3.2,DeepSeek,multi_swe_bench,Multi-SWE-bench,Coding,%,30.6,https://huggingface.co/MiniMaxAI/MiniMax-M2,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic (bash + edit)""}",MiniMax M2 model card: deepseek-v3.2=30.6.,0,True
+deepseek-v3.2,DeepSeek-V3.2,DeepSeek,ojbench,OJBench,Coding,%,54.7,https://huggingface.co/moonshotai/Kimi-K2.5,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",Kimi K2.5 model card: deepseek-v3.2=54.7.,1,True
 deepseek-v3.2,DeepSeek-V3.2,DeepSeek,paperbench,PaperBench,Coding,,47.1,https://huggingface.co/moonshotai/Kimi-K2.5,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""agentic""}",Kimi K2.5 model card: deepseek-v3.2=47.1.,0,False
 deepseek-v3.2,DeepSeek-V3.2,DeepSeek,scicode,SciCode,Coding,% correct,38.9,https://huggingface.co/moonshotai/Kimi-K2.5,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",Kimi K2.5 model card: deepseek-v3.2=38.9.,2,True
 deepseek-v3.2,DeepSeek-V3.2,DeepSeek,seal_0,Seal-0,Search Agent,%,49.5,https://huggingface.co/moonshotai/Kimi-K2.5,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""agentic""}",Kimi K2.5 model card: deepseek-v3.2=49.5.,0,False
@@ -1082,7 +1082,7 @@ deepseek-v3.2-speciale,DeepSeek-V3.2-Speciale,DeepSeek,codeforces_pass8,Codeforc
 deepseek-v3.2-speciale,DeepSeek-V3.2-Speciale,DeepSeek,codeforces_rating,Codeforces Rating,Coding,Elo rating,2701.0,https://huggingface.co/deepseek-ai/DeepSeek-V3.2/resolve/main/assets/paper.pdf,tech_report,verified,True,"{""effort"": ""max"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",DS V3.2 tech report Table 3: V3.2-Speciale=2701.,0,False
 deepseek-v3.2-speciale,DeepSeek-V3.2-Speciale,DeepSeek,gpqa_diamond,GPQA Diamond,Science,% correct,85.7,https://huggingface.co/deepseek-ai/DeepSeek-V3.2/resolve/main/assets/paper.pdf,tech_report,verified,True,"{""effort"": ""max"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",DS V3.2 tech report Table 3: V3.2-Speciale=85.7.,0,False
 deepseek-v3.2-speciale,DeepSeek-V3.2-Speciale,DeepSeek,hle,HLE (Humanity's Last Exam),Reasoning,% correct,30.6,https://huggingface.co/deepseek-ai/DeepSeek-V3.2/resolve/main/assets/paper.pdf,tech_report,verified,True,"{""effort"": ""max"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",DS V3.2 tech report Table 3: V3.2-Speciale=30.6.,0,False
-deepseek-v3.2-speciale,DeepSeek-V3.2-Speciale,DeepSeek,hle_text,HLE Text,Search Agent,%,30.6,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,True,"{""context"": ""128K"", ""effort"": ""max"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""DS V3.2-Speciale: high-compute reasoning variant of V3.2. Per V3.2 tech report Table 3."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=DeepSeek-V3.2-Speciale, slug=deepseek-v3.2-speciale, provider=DeepSeek",0,False
+deepseek-v3.2-speciale,DeepSeek-V3.2-Speciale,DeepSeek,hle_text,HLE Text,Reasoning,%,30.6,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,True,"{""context"": ""128K"", ""effort"": ""max"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""DS V3.2-Speciale: high-compute reasoning variant of V3.2. Per V3.2 tech report Table 3."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=DeepSeek-V3.2-Speciale, slug=deepseek-v3.2-speciale, provider=DeepSeek",0,False
 deepseek-v3.2-speciale,DeepSeek-V3.2-Speciale,DeepSeek,hmmt_feb_2025,HMMT Feb 2025,Math,%,99.2,https://huggingface.co/deepseek-ai/DeepSeek-V3.2/resolve/main/assets/paper.pdf,tech_report,verified,True,"{""effort"": ""max"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",DS V3.2 tech report Table 3: V3.2-Speciale=99.2.,0,False
 deepseek-v3.2-speciale,DeepSeek-V3.2-Speciale,DeepSeek,hmmt_nov_2025,HMMT Nov 2025,Math,% correct,94.4,https://huggingface.co/deepseek-ai/DeepSeek-V3.2/resolve/main/assets/paper.pdf,tech_report,verified,True,"{""effort"": ""max"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",DS V3.2 tech report Table 3: V3.2-Speciale=94.4.,0,False
 deepseek-v3.2-speciale,DeepSeek-V3.2-Speciale,DeepSeek,humaneval,HumanEval,Coding,pass@1 %,91.5,https://llm-stats.com/models/deepseek-v3.2-speciale,,dropped,,,"| R5h: llm-stats.com is an aggregator; no primary citation; needs human review DROPPED (R5h): random third-party blog/aggregator, no primary trail",0,False
@@ -1108,7 +1108,7 @@ deepseek-v4-flash,DeepSeek-V4-Flash,DeepSeek,gdpval_aa_elo,GDPval (Artificial An
 deepseek-v4-flash,DeepSeek-V4-Flash,DeepSeek,gpqa_diamond,GPQA Diamond,Science,% correct,88.1,https://huggingface.co/deepseek-ai/DeepSeek-V4-Pro,model_card,verified,True,"{""effort"": ""Max"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V4 model card: deepseek-v4-flash (Max mode) = 88.1.,1,True
 deepseek-v4-flash,DeepSeek-V4-Flash,DeepSeek,gpqa_main,GPQA Main (full set),Science,,88.1,https://llm-stats.com/benchmarks/gpqa,third_party_aggregator,verified_third_party,False,"{""effort"": ""max""}","llm-stats.com row: model=DeepSeek-V4-Flash-Max, slug=deepseek-v4-flash-max, provider=DeepSeek",0,True
 deepseek-v4-flash,DeepSeek-V4-Flash,DeepSeek,hle,HLE (Humanity's Last Exam),Reasoning,% correct,34.8,https://huggingface.co/deepseek-ai/DeepSeek-V4-Pro,model_card,verified,True,"{""effort"": ""Max"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V4 model card: deepseek-v4-flash (Max mode) = 34.8.,1,True
-deepseek-v4-flash,DeepSeek-V4-Flash,DeepSeek,hle_text,HLE Text,Search Agent,%,45.1,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,False,"{""effort"": ""max""}","llm-stats.com row: model=DeepSeek-V4-Flash-Max, slug=deepseek-v4-flash-max, provider=DeepSeek",0,True
+deepseek-v4-flash,DeepSeek-V4-Flash,DeepSeek,hle_text,HLE Text,Reasoning,%,45.1,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,False,"{""effort"": ""max""}","llm-stats.com row: model=DeepSeek-V4-Flash-Max, slug=deepseek-v4-flash-max, provider=DeepSeek",0,True
 deepseek-v4-flash,DeepSeek-V4-Flash,DeepSeek,hmmt_feb_2026,HMMT Feb 2026,Math,% correct (pass@1),94.8,https://huggingface.co/deepseek-ai/DeepSeek-V4-Pro,model_card,verified,True,"{""effort"": ""Max"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V4 model card: deepseek-v4-flash (Max mode) = 94.8.,0,True
 deepseek-v4-flash,DeepSeek-V4-Flash,DeepSeek,imo_answerbench,IMO-AnswerBench,Math,,88.4,https://huggingface.co/deepseek-ai/DeepSeek-V4-Pro,model_card,verified,True,"{""effort"": ""Max"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V4 model card: deepseek-v4-flash (Max mode) = 88.4.,1,True
 deepseek-v4-flash,DeepSeek-V4-Flash,DeepSeek,livecodebench,LiveCodeBench,Coding,pass@1 %,91.6,https://huggingface.co/deepseek-ai/DeepSeek-V4-Pro,model_card,verified,True,"{""effort"": ""Max"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V4 model card: deepseek-v4-flash (Max mode) = 91.6.,1,True
@@ -1135,7 +1135,7 @@ deepseek-v4-pro,DeepSeek-V4-Pro,DeepSeek,gdpval_aa_elo,GDPval (Artificial Analys
 deepseek-v4-pro,DeepSeek-V4-Pro,DeepSeek,gpqa_diamond,GPQA Diamond,Science,% correct,90.1,https://huggingface.co/deepseek-ai/DeepSeek-V4-Pro,model_card,verified,True,"{""effort"": ""Max"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V4 model card: deepseek-v4-pro (Max mode) = 90.1.,1,True
 deepseek-v4-pro,DeepSeek-V4-Pro,DeepSeek,gpqa_main,GPQA Main (full set),Science,,90.1,https://llm-stats.com/benchmarks/gpqa,third_party_aggregator,verified_third_party,False,"{""effort"": ""max""}","llm-stats.com row: model=DeepSeek-V4-Pro-Max, slug=deepseek-v4-pro-max, provider=DeepSeek",0,True
 deepseek-v4-pro,DeepSeek-V4-Pro,DeepSeek,hle,HLE (Humanity's Last Exam),Reasoning,% correct,37.7,https://huggingface.co/deepseek-ai/DeepSeek-V4-Pro,model_card,verified,True,"{""effort"": ""Max"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V4 model card: deepseek-v4-pro (Max mode) = 37.7.,1,True
-deepseek-v4-pro,DeepSeek-V4-Pro,DeepSeek,hle_text,HLE Text,Search Agent,%,48.2,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,False,"{""effort"": ""max""}","llm-stats.com row: model=DeepSeek-V4-Pro-Max, slug=deepseek-v4-pro-max, provider=DeepSeek",0,True
+deepseek-v4-pro,DeepSeek-V4-Pro,DeepSeek,hle_text,HLE Text,Reasoning,%,48.2,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,False,"{""effort"": ""max""}","llm-stats.com row: model=DeepSeek-V4-Pro-Max, slug=deepseek-v4-pro-max, provider=DeepSeek",0,True
 deepseek-v4-pro,DeepSeek-V4-Pro,DeepSeek,hmmt_feb_2026,HMMT Feb 2026,Math,% correct (pass@1),95.2,https://huggingface.co/deepseek-ai/DeepSeek-V4-Pro,model_card,verified,True,"{""effort"": ""Max"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V4 model card: deepseek-v4-pro (Max mode) = 95.2.,0,True
 deepseek-v4-pro,DeepSeek-V4-Pro,DeepSeek,imo_answerbench,IMO-AnswerBench,Math,,89.8,https://huggingface.co/deepseek-ai/DeepSeek-V4-Pro,model_card,verified,True,"{""effort"": ""Max"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V4 model card: deepseek-v4-pro (Max mode) = 89.8.,1,True
 deepseek-v4-pro,DeepSeek-V4-Pro,DeepSeek,livecodebench,LiveCodeBench,Coding,pass@1 %,93.5,https://huggingface.co/deepseek-ai/DeepSeek-V4-Pro,model_card,verified,True,"{""effort"": ""Max"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V4 model card: deepseek-v4-pro (Max mode) = 93.5.,1,True
@@ -1170,7 +1170,7 @@ doubao-seed-2.0-pro,Doubao Seed 2.0 Pro,ByteDance,arcagi1_image,ArcAGI1-Image,Vi
 doubao-seed-2.0-pro,Doubao Seed 2.0 Pro,ByteDance,arcagi2_image,ArcAGI2-Image,Vision Puzzles,%,43.3,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card: doubao-seed-2.0-pro=43.3.,0,False
 doubao-seed-2.0-pro,Doubao Seed 2.0 Pro,ByteDance,artifactsbench,ArtifactsBench,Coding,%,66.6,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: doubao-seed-2.0-pro=66.6.,0,True
 doubao-seed-2.0-pro,Doubao Seed 2.0 Pro,ByteDance,babe,BABE,Reasoning,%,50.0,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card Table 3: doubao-seed-2.0-pro=50.0.,0,False
-doubao-seed-2.0-pro,Doubao Seed 2.0 Pro,ByteDance,babyvision,BabyVision,Multimodal,,60.6,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card: doubao-seed-2.0-pro=60.6.,0,True
+doubao-seed-2.0-pro,Doubao Seed 2.0 Pro,ByteDance,babyvision,BabyVision,Multimodal,% accuracy,60.6,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card: doubao-seed-2.0-pro=60.6.,0,True
 doubao-seed-2.0-pro,Doubao Seed 2.0 Pro,ByteDance,beyond_aime,Beyond AIME,Math,%,86.5,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card Table 3: doubao-seed-2.0-pro=86.5.,0,True
 doubao-seed-2.0-pro,Doubao Seed 2.0 Pro,ByteDance,bfcl_v4,BFCL v4,Tool Use,%,73.4,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: doubao-seed-2.0-pro=73.4.,0,False
 doubao-seed-2.0-pro,Doubao Seed 2.0 Pro,ByteDance,biobench,BIObench,Science Discovery,%,53.5,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: doubao-seed-2.0-pro=53.5.,0,False
@@ -1179,8 +1179,8 @@ doubao-seed-2.0-pro,Doubao Seed 2.0 Pro,ByteDance,browsecomp,BrowseComp,Agentic,
 doubao-seed-2.0-pro,Doubao Seed 2.0 Pro,ByteDance,browsecomp_zh,BrowseComp-ZH,Agentic search,,82.4,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: doubao-seed-2.0-pro=82.4.,0,True
 doubao-seed-2.0-pro,Doubao Seed 2.0 Pro,ByteDance,cgbench,CGBench,Video,%,65.0,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card: doubao-seed-2.0-pro=65.0.,0,False
 doubao-seed-2.0-pro,Doubao Seed 2.0 Pro,ByteDance,chartqapro,ChartQAPro,Document/Chart,%,71.2,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card: doubao-seed-2.0-pro=71.2.,0,False
-doubao-seed-2.0-pro,Doubao Seed 2.0 Pro,ByteDance,charxiv_descriptive,CharXiv Descriptive,Vision,%,93.5,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card: doubao-seed-2.0-pro=93.5.,0,True
-doubao-seed-2.0-pro,Doubao Seed 2.0 Pro,ByteDance,charxiv_reasoning,CharXiv Reasoning,Multimodal,% correct (no tools),80.5,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card: doubao-seed-2.0-pro=80.5.,0,True
+doubao-seed-2.0-pro,Doubao Seed 2.0 Pro,ByteDance,charxiv_descriptive,CharXiv Descriptive,Vision,% accuracy,93.5,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card: doubao-seed-2.0-pro=93.5.,0,True
+doubao-seed-2.0-pro,Doubao Seed 2.0 Pro,ByteDance,charxiv_reasoning,CharXiv Reasoning,Multimodal,% accuracy,80.5,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card: doubao-seed-2.0-pro=80.5.,0,True
 doubao-seed-2.0-pro,Doubao Seed 2.0 Pro,ByteDance,cl_bench,CL-Bench,Long Context,%,20.8,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card Table 3: doubao-seed-2.0-pro=20.8.,0,False
 doubao-seed-2.0-pro,Doubao Seed 2.0 Pro,ByteDance,codeforces_rating,Codeforces Rating,Coding,Elo rating,3020.0,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card Table 3: doubao-seed-2.0-pro=3020.,0,True
 doubao-seed-2.0-pro,Doubao Seed 2.0 Pro,ByteDance,codesimpleqa,CodeSimpleQA,Coding,%,58.0,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: doubao-seed-2.0-pro=58.0.,0,False
@@ -1202,7 +1202,7 @@ doubao-seed-2.0-pro,Doubao Seed 2.0 Pro,ByteDance,encyclo_k,Encyclo-K,Knowledge,
 doubao-seed-2.0-pro,Doubao Seed 2.0 Pro,ByteDance,erqa,ERQA,Vision,%,68.5,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card: doubao-seed-2.0-pro=68.5.,0,True
 doubao-seed-2.0-pro,Doubao Seed 2.0 Pro,ByteDance,factscore,FActScore (hallucination rate),Hallucination,%,71.2,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card Table 3: doubao-seed-2.0-pro=71.2.,0,True
 doubao-seed-2.0-pro,Doubao Seed 2.0 Pro,ByteDance,finsearchcomp,FinSearchComp,Search Agent,%,70.2,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: doubao-seed-2.0-pro=70.2.,0,False
-doubao-seed-2.0-pro,Doubao Seed 2.0 Pro,ByteDance,frames,Frames,Agentic search,,84.5,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card Table 3: doubao-seed-2.0-pro=84.5.,0,True
+doubao-seed-2.0-pro,Doubao Seed 2.0 Pro,ByteDance,frames,Frames,Agentic search,%,84.5,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card Table 3: doubao-seed-2.0-pro=84.5.,0,True
 doubao-seed-2.0-pro,Doubao Seed 2.0 Pro,ByteDance,frontiersci_olympiad,FrontierSci-olympiad,Science,%,74.0,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card Table 3: doubao-seed-2.0-pro=74.0.,0,False
 doubao-seed-2.0-pro,Doubao Seed 2.0 Pro,ByteDance,frontiersci_research,FrontierSci-research,Science,%,25.0,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card Table 3: doubao-seed-2.0-pro=25.0.,0,False
 doubao-seed-2.0-pro,Doubao Seed 2.0 Pro,ByteDance,fsc_147,FSC-147 (lower=better),Vision Counting,metric (lower=better),11.3,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card: doubao-seed-2.0-pro=11.3.,0,False
@@ -1216,7 +1216,7 @@ doubao-seed-2.0-pro,Doubao Seed 2.0 Pro,ByteDance,healthbench,HealthBench,Knowle
 doubao-seed-2.0-pro,Doubao Seed 2.0 Pro,ByteDance,healthbench_hard,HealthBench Hard,Health,,29.1,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card Table 3: doubao-seed-2.0-pro=29.1.,0,False
 doubao-seed-2.0-pro,Doubao Seed 2.0 Pro,ByteDance,hipho,HiPhO,Vision STEM,%,74.1,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card: doubao-seed-2.0-pro=74.1.,0,False
 doubao-seed-2.0-pro,Doubao Seed 2.0 Pro,ByteDance,hle,HLE (Humanity's Last Exam),Reasoning,% correct,32.4,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card Table 3: doubao-seed-2.0-pro=32.4.,0,True
-doubao-seed-2.0-pro,Doubao Seed 2.0 Pro,ByteDance,hle_text,HLE Text,Search Agent,%,54.2,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: doubao-seed-2.0-pro=54.2.,0,True
+doubao-seed-2.0-pro,Doubao Seed 2.0 Pro,ByteDance,hle_text,HLE Text,Reasoning,%,54.2,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: doubao-seed-2.0-pro=54.2.,0,True
 doubao-seed-2.0-pro,Doubao Seed 2.0 Pro,ByteDance,hle_verified,HLE Verified,Search Agent,%,73.6,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: doubao-seed-2.0-pro=73.6.,0,False
 doubao-seed-2.0-pro,Doubao Seed 2.0 Pro,ByteDance,hle_vl,HLE-VL,Vision Agent,%,39.2,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: doubao-seed-2.0-pro=39.2.,0,False
 doubao-seed-2.0-pro,Doubao Seed 2.0 Pro,ByteDance,hmmt_feb_2025,HMMT Feb 2025,Math,%,97.3,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card Table 3: doubao-seed-2.0-pro=97.3.,0,True
@@ -1243,7 +1243,7 @@ doubao-seed-2.0-pro,Doubao Seed 2.0 Pro,ByteDance,mathcanvas,MathCanvas,Math,%,6
 doubao-seed-2.0-pro,Doubao Seed 2.0 Pro,ByteDance,mathkangaroo,MathKangaroo,Math,%,90.5,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card: doubao-seed-2.0-pro=90.5.,0,False
 doubao-seed-2.0-pro,Doubao Seed 2.0 Pro,ByteDance,mathvision,MathVision,Math,% correct,88.8,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card: doubao-seed-2.0-pro=88.8.,0,True
 doubao-seed-2.0-pro,Doubao Seed 2.0 Pro,ByteDance,mathvista,MathVista,Math/Vision,%,89.8,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card: doubao-seed-2.0-pro=89.8.,0,True
-doubao-seed-2.0-pro,Doubao Seed 2.0 Pro,ByteDance,mcpmark,MCPMark,Agentic,,54.7,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: doubao-seed-2.0-pro=54.7.,0,True
+doubao-seed-2.0-pro,Doubao Seed 2.0 Pro,ByteDance,mcpmark,MCPMark,Agentic,% success (pass@1),54.7,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: doubao-seed-2.0-pro=54.7.,0,True
 doubao-seed-2.0-pro,Doubao Seed 2.0 Pro,ByteDance,minedojo_verified,Minedojo Verified,Vision Agent,%,49.0,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: doubao-seed-2.0-pro=49.0.,0,False
 doubao-seed-2.0-pro,Doubao Seed 2.0 Pro,ByteDance,minerva,Minerva,Video,%,66.5,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card: doubao-seed-2.0-pro=66.5.,0,False
 doubao-seed-2.0-pro,Doubao Seed 2.0 Pro,ByteDance,mm_browsecomp,MM-BrowseComp,Vision Agent,%,48.8,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: doubao-seed-2.0-pro=48.8.,0,False
@@ -1263,7 +1263,7 @@ doubao-seed-2.0-pro,Doubao Seed 2.0 Pro,ByteDance,motionbench,MotionBench,Vision
 doubao-seed-2.0-pro,Doubao Seed 2.0 Pro,ByteDance,mrcr_v2_8needle,OpenAI MRCR v2 (8-needle),Long Context,%,54.0,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card Table 3: doubao-seed-2.0-pro=54.0.,0,True
 doubao-seed-2.0-pro,Doubao Seed 2.0 Pro,ByteDance,mtvqa,MTVQA,Vision VQA,%,51.1,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card: doubao-seed-2.0-pro=51.1.,0,False
 doubao-seed-2.0-pro,Doubao Seed 2.0 Pro,ByteDance,muirbench,MUIRBench,Vision VQA,%,81.8,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card: doubao-seed-2.0-pro=81.8.,0,False
-doubao-seed-2.0-pro,Doubao Seed 2.0 Pro,ByteDance,multi_swe_bench,Multi-SWE-bench,Coding,,45.2,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: doubao-seed-2.0-pro=45.2.,0,True
+doubao-seed-2.0-pro,Doubao Seed 2.0 Pro,ByteDance,multi_swe_bench,Multi-SWE-bench,Coding,%,45.2,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: doubao-seed-2.0-pro=45.2.,0,True
 doubao-seed-2.0-pro,Doubao Seed 2.0 Pro,ByteDance,multichallenge,MultiChallenge,Instruction Following,%,68.3,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card Table 3: doubao-seed-2.0-pro=68.3.,0,True
 doubao-seed-2.0-pro,Doubao Seed 2.0 Pro,ByteDance,nl2repo_bench,NL2Repo-Bench,Repository Code,%,27.9,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: doubao-seed-2.0-pro=27.9.,0,True
 doubao-seed-2.0-pro,Doubao Seed 2.0 Pro,ByteDance,nl2repo_pass1,NL2Repo (Pass@1),Repository Code,%,3.0,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: doubao-seed-2.0-pro=3.0.,0,False
@@ -1377,7 +1377,7 @@ gemini-1.5-flash,Gemini 1.5 Flash,Google,humaneval,HumanEval,Coding,pass@1 %,74.
 gemini-1.5-flash,Gemini 1.5 Flash,Google,livecodebench,LiveCodeBench,Coding,pass@1 %,30.7,https://storage.googleapis.com/deepmind-media/Model-Cards/Gemini-2-0-Flash-Model-Card.pdf,model_card,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Gemini 2.0 Flash Model Card (April 15 2025): LiveCodeBench v5 (UI 10/01/2024-02/01/2025) 30.7%,0,True
 gemini-1.5-flash,Gemini 1.5 Flash,Google,math,MATH,Math,,77.9,https://storage.googleapis.com/deepmind-media/Model-Cards/Gemini-2-0-Flash-Model-Card.pdf,model_card,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Gemini 2.0 Flash Model Card (April 15 2025): MATH (full) 77.9%,0,True
 gemini-1.5-flash,Gemini 1.5 Flash,Google,mathvista,MathVista,Math/Vision,%,65.8,https://llm-stats.com/benchmarks/mathvista,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""notes"": ""Per Gemini 2.0 Flash Model Card (April 15 2025): non-thinking generation, default sampling. Same canonical setting applies to 1.5 / 2.0 family."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","llm-stats.com row: model=Gemini 1.5 Flash, slug=gemini-1.5-flash, provider=Google",0,True
-gemini-1.5-flash,Gemini 1.5 Flash,Google,mgsm,MGSM,Math,%,82.6,https://llm-stats.com/benchmarks/mgsm,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""notes"": ""Per Gemini 2.0 Flash Model Card (April 15 2025): non-thinking generation, default sampling. Same canonical setting applies to 1.5 / 2.0 family."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","llm-stats.com row: model=Gemini 1.5 Flash, slug=gemini-1.5-flash, provider=Google",0,True
+gemini-1.5-flash,Gemini 1.5 Flash,Google,mgsm,MGSM,Math,exact match (%),82.6,https://llm-stats.com/benchmarks/mgsm,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""notes"": ""Per Gemini 2.0 Flash Model Card (April 15 2025): non-thinking generation, default sampling. Same canonical setting applies to 1.5 / 2.0 family."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","llm-stats.com row: model=Gemini 1.5 Flash, slug=gemini-1.5-flash, provider=Google",0,True
 gemini-1.5-flash,Gemini 1.5 Flash,Google,mmlu,MMLU,Knowledge,% correct,78.9,https://llm-stats.com/benchmarks/mmlu,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""notes"": ""Per Gemini 2.0 Flash Model Card (April 15 2025): non-thinking generation, default sampling. Same canonical setting applies to 1.5 / 2.0 family."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","llm-stats.com row: model=Gemini 1.5 Flash, slug=gemini-1.5-flash, provider=Google",0,False
 gemini-1.5-flash,Gemini 1.5 Flash,Google,mmlu_pro,MMLU-Pro,Knowledge,% correct,67.3,https://storage.googleapis.com/deepmind-media/Model-Cards/Gemini-2-0-Flash-Model-Card.pdf,model_card,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Gemini 2.0 Flash Model Card (April 15 2025): MMLU-Pro 67.3%,0,True
 gemini-1.5-flash,Gemini 1.5 Flash,Google,mmmu,MMMU,Multimodal,% correct,62.3,https://storage.googleapis.com/deepmind-media/Model-Cards/Gemini-2-0-Flash-Model-Card.pdf,model_card,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Gemini 2.0 Flash Model Card (April 15 2025): MMMU 62.3%,0,True
@@ -1417,7 +1417,7 @@ gemini-1.5-pro,Gemini 1.5 Pro,Google,humaneval,HumanEval,Coding,pass@1 %,84.1,ht
 gemini-1.5-pro,Gemini 1.5 Pro,Google,livecodebench,LiveCodeBench,Coding,pass@1 %,34.2,https://storage.googleapis.com/deepmind-media/Model-Cards/Gemini-2-0-Flash-Model-Card.pdf,model_card,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Gemini 2.0 Flash Model Card (April 15 2025): LiveCodeBench v5 (UI 10/01/2024-02/01/2025) 34.2%,0,True
 gemini-1.5-pro,Gemini 1.5 Pro,Google,math,MATH,Math,,86.5,https://storage.googleapis.com/deepmind-media/Model-Cards/Gemini-2-0-Flash-Model-Card.pdf,model_card,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Gemini 2.0 Flash Model Card (April 15 2025): MATH (full) 86.5%,0,True
 gemini-1.5-pro,Gemini 1.5 Pro,Google,mathvista,MathVista,Math/Vision,%,68.1,https://llm-stats.com/benchmarks/mathvista,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""notes"": ""Per Gemini 2.0 Flash Model Card (April 15 2025): non-thinking generation, default sampling. Same canonical setting applies to 1.5 / 2.0 family."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","llm-stats.com row: model=Gemini 1.5 Pro, slug=gemini-1.5-pro, provider=Google",0,True
-gemini-1.5-pro,Gemini 1.5 Pro,Google,mgsm,MGSM,Math,%,87.5,https://llm-stats.com/benchmarks/mgsm,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""notes"": ""Per Gemini 2.0 Flash Model Card (April 15 2025): non-thinking generation, default sampling. Same canonical setting applies to 1.5 / 2.0 family."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","llm-stats.com row: model=Gemini 1.5 Pro, slug=gemini-1.5-pro, provider=Google",0,True
+gemini-1.5-pro,Gemini 1.5 Pro,Google,mgsm,MGSM,Math,exact match (%),87.5,https://llm-stats.com/benchmarks/mgsm,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""notes"": ""Per Gemini 2.0 Flash Model Card (April 15 2025): non-thinking generation, default sampling. Same canonical setting applies to 1.5 / 2.0 family."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","llm-stats.com row: model=Gemini 1.5 Pro, slug=gemini-1.5-pro, provider=Google",0,True
 gemini-1.5-pro,Gemini 1.5 Pro,Google,mmlu,MMLU,Knowledge,% correct,85.9,https://llm-stats.com/benchmarks/mmlu,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""notes"": ""Per Gemini 2.0 Flash Model Card (April 15 2025): non-thinking generation, default sampling. Same canonical setting applies to 1.5 / 2.0 family."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","llm-stats.com row: model=Gemini 1.5 Pro, slug=gemini-1.5-pro, provider=Google",0,False
 gemini-1.5-pro,Gemini 1.5 Pro,Google,mmlu_pro,MMLU-Pro,Knowledge,% correct,75.8,https://storage.googleapis.com/deepmind-media/Model-Cards/Gemini-2-0-Flash-Model-Card.pdf,model_card,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Gemini 2.0 Flash Model Card (April 15 2025): MMLU-Pro 75.8%,0,True
 gemini-1.5-pro,Gemini 1.5 Pro,Google,mmmu,MMMU,Multimodal,% correct,65.9,https://storage.googleapis.com/deepmind-media/Model-Cards/Gemini-2-0-Flash-Model-Card.pdf,model_card,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Gemini 2.0 Flash Model Card (April 15 2025): MMMU 65.9%,0,True
@@ -1446,7 +1446,7 @@ gemini-2.0-flash,Gemini 2.0 Flash,Google,mmlu,MMLU,Knowledge,% correct,76.4,http
 gemini-2.0-flash,Gemini 2.0 Flash,Google,mmlu_pro,MMLU-Pro,Knowledge,% correct,77.6,https://storage.googleapis.com/deepmind-media/Model-Cards/Gemini-2-0-Flash-Model-Card.pdf,model_card,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","Gemini 2.0 Flash Model Card (April 15 2025): MMLU-Pro 77.6% [Promoted to verified per R5d, prior unverified value 76.4 from https://www.helicone.ai/blog/gemini-2.0-flash deleted.]",0,True
 gemini-2.0-flash,Gemini 2.0 Flash,Google,mmmu,MMMU,Multimodal,% correct,71.7,https://storage.googleapis.com/deepmind-media/Model-Cards/Gemini-2-0-Flash-Model-Card.pdf,model_card,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","Gemini 2.0 Flash Model Card (April 15 2025): MMMU 71.7% [Promoted to verified per R5d, prior unverified value 70.7 from https://blog.google/technology/google-deepmind/gemini-model-updates-february-2025/ deleted.]",1,True
 gemini-2.0-flash,Gemini 2.0 Flash,Google,mrcr_v1,MRCR v1,Long-context,,70.5,https://storage.googleapis.com/deepmind-media/Model-Cards/Gemini-2-0-Flash-Model-Card.pdf,model_card,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Gemini 2.0 Flash Model Card (April 15 2025): MRCR v1 1M 70.5%,0,True
-gemini-2.0-flash,Gemini 2.0 Flash,Google,mt_aime_2024,MT-AIME2024,Math,,73.3,https://llm-stats.com/benchmarks/aime-2024,third_party_aggregator,verified_third_party,False,"{""effort"": ""thinking""}","llm-stats.com row: model=Gemini 2.0 Flash Thinking, slug=gemini-2.0-flash-thinking, provider=Google",0,True
+gemini-2.0-flash,Gemini 2.0 Flash,Google,mt_aime_2024,MT-AIME2024,Math,%,73.3,https://llm-stats.com/benchmarks/aime-2024,third_party_aggregator,verified_third_party,False,"{""effort"": ""thinking""}","llm-stats.com row: model=Gemini 2.0 Flash Thinking, slug=gemini-2.0-flash-thinking, provider=Google",0,True
 gemini-2.0-flash,Gemini 2.0 Flash,Google,simpleqa,SimpleQA,Knowledge,% correct,29.9,https://storage.googleapis.com/deepmind-media/Model-Cards/Gemini-2-0-Flash-Model-Card.pdf,model_card,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","Gemini 2.0 Flash Model Card (April 15 2025): SimpleQA (no search) 29.9% [Promoted to verified per R5d, prior unverified value 27.0 from https://www.helicone.ai/blog/gemini-2.0-flash deleted.]",0,True
 gemini-2.0-flash,Gemini 2.0 Flash,Google,swe_bench_verified,SWE-bench Verified,Coding,% resolved,42.0,https://artificialanalysis.ai/models/gemini-2-0-flash,,needs_review,,,Reference URL is AA model page (gemini-2-0-flash). AA does not publish swe_bench_verified scores; field is not present in AA model data. Cannot verify 42 from AA source. Original source may be SWE-bench.com.,0,False
 gemini-2.0-flash,Gemini 2.0 Flash,Google,usamo_2025,USAMO 2025,Math,% of 42 points,4.17,https://matharena.ai/?comp=usamo--usamo_2025,,dropped,,,,0,False
@@ -1490,7 +1490,7 @@ gemini-2.5-flash,Gemini 2.5 Flash,Google,arc_agi_2,ARC-AGI-2,Reasoning,% correct
 gemini-2.5-flash,Gemini 2.5 Flash,Google,arena_hard,Arena-Hard Auto,Instruction Following,% win rate,83.9,https://github.com/lmarena/arena-hard-auto,leaderboard,verified,True,"""Arena-Hard-v2.0 Creative Writing, Ensemble GPT-4.1+Gemini-2.5-Pro judge""",,0,True
 gemini-2.5-flash,Gemini 2.5 Flash,Google,brumo_2025,BRUMO 2025,Math,% correct (pass@1),83.33,https://matharena.ai/?comp=brumo--brumo_2025,leaderboard,verified,True,"""thinking:default""",,0,True
 gemini-2.5-flash,Gemini 2.5 Flash,Google,bullshit_pushback,Bullshit-Bench (Clear Pushback),Behavior,% clear pushback,14.55,https://github.com/petergpt/bullshit-benchmark/tree/main/data/latest,leaderboard,verified,True,"""leaderboard.csv green_rate×100; reasoning=default""",,0,True
-gemini-2.5-flash,Gemini 2.5 Flash,Google,charxiv_reasoning,CharXiv Reasoning,Multimodal,% correct (no tools),63.7,https://deepmind.google/models/gemini/flash/,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepMind /models/gemini/flash/ Performance table: CharXiv Reasoning 63.7%,0,True
+gemini-2.5-flash,Gemini 2.5 Flash,Google,charxiv_reasoning,CharXiv Reasoning,Multimodal,% accuracy,63.7,https://deepmind.google/models/gemini/flash/,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepMind /models/gemini/flash/ Performance table: CharXiv Reasoning 63.7%,0,True
 gemini-2.5-flash,Gemini 2.5 Flash,Google,cmimc_2025,CMIMC 2025,Math,% correct (pass@1),51.88,https://matharena.ai/?comp=cmimc--cmimc_2025,leaderboard,verified,True,"""thinking:default""",,0,True
 gemini-2.5-flash,Gemini 2.5 Flash,Google,codeforces_rating,Codeforces Rating,Coding,Elo rating,1995.0,https://huggingface.co/Qwen/Qwen3-30B-A3B-Thinking-2507,model_card,verified,True,,,0,True
 gemini-2.5-flash,Gemini 2.5 Flash,Google,critpt,CritPt,Science,% correct,1.1,https://github.com/CritPt-Benchmark/CritPt,leaderboard,verified,True,"""CritPt leaderboard, ε=1.5, % tasks solved""",,0,True
@@ -1501,7 +1501,7 @@ gemini-2.5-flash,Gemini 2.5 Flash,Google,global_piqa,Global PIQA,Reasoning,,90.2
 gemini-2.5-flash,Gemini 2.5 Flash,Google,gpqa_diamond,GPQA Diamond,Science,% correct,82.8,https://deepmind.google/models/gemini/flash/,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","DeepMind /models/gemini/flash/ Performance table: GPQA Diamond 82.8% [Promoted to verified, prior unverified value deleted per R5d.]",0,True
 gemini-2.5-flash,Gemini 2.5 Flash,Google,gpqa_main,GPQA Main (full set),Science,,82.8,https://llm-stats.com/benchmarks/gpqa,third_party_aggregator,verified_third_party,True,"{""context"": ""default (1M)"", ""effort"": ""default"", ""harness"": ""AI Studio API (gemini-2.5-flash GA)"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per Gemini 2.5 Flash Model Card (Dec 2025) GA Thinking column."", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (single attempt; multi-trial avg for smaller bench)"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=Gemini 2.5 Flash, slug=gemini-2.5-flash, provider=Google",0,True
 gemini-2.5-flash,Gemini 2.5 Flash,Google,hle,HLE (Humanity's Last Exam),Reasoning,% correct,11.0,https://deepmind.google/models/gemini/flash/,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","DeepMind /models/gemini/flash/ Performance table: HLE no tools 11.0% (Gemini 2.5 Flash Thinking) [Promoted to verified, prior unverified value deleted per R5d.]",0,True
-gemini-2.5-flash,Gemini 2.5 Flash,Google,hle_text,HLE Text,Search Agent,%,11.0,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,True,"{""context"": ""default (1M)"", ""effort"": ""default"", ""harness"": ""AI Studio API (gemini-2.5-flash GA)"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per Gemini 2.5 Flash Model Card (Dec 2025) GA Thinking column."", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (single attempt; multi-trial avg for smaller bench)"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=Gemini 2.5 Flash, slug=gemini-2.5-flash, provider=Google",0,True
+gemini-2.5-flash,Gemini 2.5 Flash,Google,hle_text,HLE Text,Reasoning,%,11.0,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,True,"{""context"": ""default (1M)"", ""effort"": ""default"", ""harness"": ""AI Studio API (gemini-2.5-flash GA)"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per Gemini 2.5 Flash Model Card (Dec 2025) GA Thinking column."", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (single attempt; multi-trial avg for smaller bench)"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=Gemini 2.5 Flash, slug=gemini-2.5-flash, provider=Google",0,True
 gemini-2.5-flash,Gemini 2.5 Flash,Google,hmmt_feb_2025,HMMT Feb 2025,Math,%,64.2,https://huggingface.co/Qwen/Qwen3-30B-A3B-Thinking-2507,model_card,verified,True,,,0,True
 gemini-2.5-flash,Gemini 2.5 Flash,Google,humaneval,HumanEval,Coding,pass@1 %,90.2,https://llm-stats.com/models/gemini-2.5-flash,,dropped,,,"DROPPED (R5h): random third-party blog/aggregator, no primary trail",0,False
 gemini-2.5-flash,Gemini 2.5 Flash,Google,ifeval,IFEval,Instruction Following,% correct (prompt strict),84.3,https://huggingface.co/Qwen/Qwen3-30B-A3B-Instruct-2507,model_card,verified,True,,,0,True
@@ -1518,7 +1518,7 @@ gemini-2.5-flash,Gemini 2.5 Flash,Google,mmmu,MMMU,Multimodal,% correct,79.7,htt
 gemini-2.5-flash,Gemini 2.5 Flash,Google,mmmu_pro,MMMU-Pro,Multimodal,% correct,66.7,https://deepmind.google/models/gemini/flash/,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepMind /models/gemini/flash/ Performance table: MMMU-Pro 66.7%,0,True
 gemini-2.5-flash,Gemini 2.5 Flash,Google,mrcr_v1,MRCR v1,Long-context,,74.0,https://storage.googleapis.com/deepmind-media/Model-Cards/Gemini-2-5-Flash-Model-Card.pdf,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""AI Studio API"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Gemini 2.5 Flash Model Card (Dec 2025) GA Thinking column: MRCR (v1) 128k average 74,0,True
 gemini-2.5-flash,Gemini 2.5 Flash,Google,mrcr_v2,MRCR v2,Long Context,% correct,54.3,https://deepmind.google/models/gemini/flash/,official_blog,verified,True,"{""context"": ""128k"", ""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepMind /models/gemini/flash/ Performance table: MRCR v2 8-needle 128k 54.3%,1,True
-gemini-2.5-flash,Gemini 2.5 Flash,Google,mt_aime_2024,MT-AIME2024,Math,,88.0,https://llm-stats.com/benchmarks/aime-2024,third_party_aggregator,verified_third_party,True,"{""context"": ""default (1M)"", ""effort"": ""default"", ""harness"": ""AI Studio API (gemini-2.5-flash GA)"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per Gemini 2.5 Flash Model Card (Dec 2025) GA Thinking column."", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (single attempt; multi-trial avg for smaller bench)"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=Gemini 2.5 Flash, slug=gemini-2.5-flash, provider=Google",0,True
+gemini-2.5-flash,Gemini 2.5 Flash,Google,mt_aime_2024,MT-AIME2024,Math,%,88.0,https://llm-stats.com/benchmarks/aime-2024,third_party_aggregator,verified_third_party,True,"{""context"": ""default (1M)"", ""effort"": ""default"", ""harness"": ""AI Studio API (gemini-2.5-flash GA)"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per Gemini 2.5 Flash Model Card (Dec 2025) GA Thinking column."", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (single attempt; multi-trial avg for smaller bench)"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=Gemini 2.5 Flash, slug=gemini-2.5-flash, provider=Google",0,True
 gemini-2.5-flash,Gemini 2.5 Flash,Google,omnidocbench,"OmniDocBench (normalized edit distance, lower is better)",Vision,edit distance (lower=better),0.154,https://deepmind.google/models/gemini/flash/,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepMind /models/gemini/flash/ Performance table: OmniDocBench 1.5 edit distance 0.154,0,True
 gemini-2.5-flash,Gemini 2.5 Flash,Google,omnidocbench_1.5,OmniDocBench 1.5,Vision,edit distance (lower=better),0.154,,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepMind /models/gemini/flash/ Performance table: OmniDocBench 1.5 overall edit distance 0.154,0,True
 gemini-2.5-flash,Gemini 2.5 Flash,Google,screenspot_pro,ScreenSpot-Pro,Multimodal,,3.9,https://deepmind.google/models/gemini/flash/,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepMind /models/gemini/flash/ Performance table: ScreenSpot-Pro 3.9%,0,True
@@ -1549,7 +1549,7 @@ gemini-2.5-pro,Gemini 2.5 Pro (GA),Google,browsecomp,BrowseComp,Agentic,% correc
 gemini-2.5-pro,Gemini 2.5 Pro (GA),Google,browsecomp_zh,BrowseComp-ZH,Agentic search,,32.2,https://huggingface.co/MiniMaxAI/MiniMax-M2,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic""}",MiniMax M2 model card: gemini-2.5-pro=32.2.,0,True
 gemini-2.5-pro,Gemini 2.5 Pro (GA),Google,brumo_2025,BRUMO 2025,Math,% correct (pass@1),90.0,https://matharena.ai/?comp=brumo--brumo_2025,leaderboard,verified,True,"""thinking:default""",,0,True
 gemini-2.5-pro,Gemini 2.5 Pro (GA),Google,bullshit_pushback,Bullshit-Bench (Clear Pushback),Behavior,% clear pushback,23.64,https://github.com/petergpt/bullshit-benchmark/tree/main/data/latest,leaderboard,verified,True,"""leaderboard.csv green_rate×100; reasoning=default""",,0,True
-gemini-2.5-pro,Gemini 2.5 Pro (GA),Google,charxiv_reasoning,CharXiv Reasoning,Multimodal,% correct (no tools),69.6,https://deepmind.google/models/gemini/flash/,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepMind /models/gemini/flash/ Performance table: CharXiv Reasoning 69.6%,0,True
+gemini-2.5-pro,Gemini 2.5 Pro (GA),Google,charxiv_reasoning,CharXiv Reasoning,Multimodal,% accuracy,69.6,https://deepmind.google/models/gemini/flash/,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepMind /models/gemini/flash/ Performance table: CharXiv Reasoning 69.6%,0,True
 gemini-2.5-pro,Gemini 2.5 Pro (GA),Google,chatbot_arena_elo,Chatbot Arena Elo,Human Preference,Elo rating,1448.0,https://lmarena.ai/leaderboard/text,leaderboard,verified,True,,lmarena.ai text arena (fetched 2026-04-29). Arena model name: gemini-2.5-pro (rank 42). ELO updates continuously; score reflects latest available.,0,True
 gemini-2.5-pro,Gemini 2.5 Pro (GA),Google,cmimc_2025,CMIMC 2025,Math,% correct (pass@1),58.13,https://matharena.ai/?comp=cmimc--cmimc_2025,leaderboard,verified,True,"""thinking:default""",,0,True
 gemini-2.5-pro,Gemini 2.5 Pro (GA),Google,codeforces_avg8,Codeforces (avg@8),Coding,%,40.3,https://arxiv.org/abs/2504.13914,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Seed-Thinking-v1.5 paper Table 2: gemini-2.5-pro=40.3.,0,False
@@ -1567,7 +1567,7 @@ gemini-2.5-pro,Gemini 2.5 Pro (GA),Google,global_piqa,Global PIQA,Reasoning,,91.
 gemini-2.5-pro,Gemini 2.5 Pro (GA),Google,gpqa_diamond,GPQA Diamond,Science,% correct,86.4,https://deepmind.google/models/gemini/flash/,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","DeepMind /models/gemini/flash/ Performance table: GPQA Diamond 86.4% [Promoted to verified, prior unverified value deleted per R5d.]",3,True
 gemini-2.5-pro,Gemini 2.5 Pro (GA),Google,gpqa_main,GPQA Main (full set),Science,,86.4,https://llm-stats.com/benchmarks/gpqa,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""default"", ""harness"": ""AI Studio API"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per Gemini 2.5 Pro Model Card (GA, June 27 2025): pass@1 single attempt, AI Studio API model-id gemini-2.5-pro-preview-06-05 / gemini-2.5-pro GA, default sampling. Release date set to GA date 2025-06-27."", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (single attempt)"", ""temperature"": ""default"", ""tools"": ""none""}","llm-stats.com row: model=Gemini 2.5 Pro Preview 06-05, slug=gemini-2.5-pro-preview-06-05, provider=Google",0,True
 gemini-2.5-pro,Gemini 2.5 Pro (GA),Google,hle,HLE (Humanity's Last Exam),Reasoning,% correct,21.6,https://deepmind.google/models/gemini/flash/,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","DeepMind /models/gemini/flash/ Performance table: HLE no tools 21.6% (Gemini 2.5 Pro Thinking) [Promoted to verified, prior unverified value deleted per R5d.]",0,True
-gemini-2.5-pro,Gemini 2.5 Pro (GA),Google,hle_text,HLE Text,Search Agent,%,21.6,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""default"", ""harness"": ""AI Studio API"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per Gemini 2.5 Pro Model Card (GA, June 27 2025): pass@1 single attempt, AI Studio API model-id gemini-2.5-pro-preview-06-05 / gemini-2.5-pro GA, default sampling. Release date set to GA date 2025-06-27."", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (single attempt)"", ""temperature"": ""default"", ""tools"": ""none""}","llm-stats.com row: model=Gemini 2.5 Pro Preview 06-05, slug=gemini-2.5-pro-preview-06-05, provider=Google",0,True
+gemini-2.5-pro,Gemini 2.5 Pro (GA),Google,hle_text,HLE Text,Reasoning,%,21.6,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""default"", ""harness"": ""AI Studio API"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per Gemini 2.5 Pro Model Card (GA, June 27 2025): pass@1 single attempt, AI Studio API model-id gemini-2.5-pro-preview-06-05 / gemini-2.5-pro GA, default sampling. Release date set to GA date 2025-06-27."", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (single attempt)"", ""temperature"": ""default"", ""tools"": ""none""}","llm-stats.com row: model=Gemini 2.5 Pro Preview 06-05, slug=gemini-2.5-pro-preview-06-05, provider=Google",0,True
 gemini-2.5-pro,Gemini 2.5 Pro (GA),Google,hmmt_feb_2025,HMMT Feb 2025,Math,%,82.5,https://arxiv.org/abs/2504.21318,tech_report,verified,False,"{""effort"": ""unknown"", ""harness"": ""Microsoft Phi internal eval"", ""judge"": ""rule-based"", ""mode"": ""unknown"", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","Phi-4-reasoning paper Table 1 (gemini-2.5-pro column): hmmt_2025=82.5 (re-sourced from https://arxiv.org/abs/2504.21318, matches BP value)",0,True
 gemini-2.5-pro,Gemini 2.5 Pro (GA),Google,hmmt_nov_2025,HMMT Nov 2025,Math,% correct,80.0,https://matharena.ai/?comp=hmmt--hmmt_nov_2025,leaderboard,verified,True,"""thinking:default""",,0,True
 gemini-2.5-pro,Gemini 2.5 Pro (GA),Google,ifbench,IFBench,Instruction Following,% correct,49.0,https://huggingface.co/MiniMaxAI/MiniMax-M2,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",MiniMax M2 model card: gemini-2.5-pro=49.,0,True
@@ -1588,7 +1588,7 @@ gemini-2.5-pro,Gemini 2.5 Pro (GA),Google,mmmu_pro,MMMU-Pro,Multimodal,% correct
 gemini-2.5-pro,Gemini 2.5 Pro (GA),Google,mrcr_v1,MRCR v1,Long-context,,93.0,https://llm-stats.com/benchmarks/mrcr,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""default"", ""harness"": ""AI Studio API"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per Gemini 2.5 Pro Model Card (GA, June 27 2025): pass@1 single attempt, AI Studio API model-id gemini-2.5-pro-preview-06-05 / gemini-2.5-pro GA, default sampling. Release date set to GA date 2025-06-27."", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (single attempt)"", ""temperature"": ""default"", ""tools"": ""none""}","llm-stats.com row: model=Gemini 2.5 Pro, slug=gemini-2.5-pro, provider=Google",0,True
 gemini-2.5-pro,Gemini 2.5 Pro (GA),Google,mrcr_v2,MRCR v2,Long Context,% correct,58.0,https://deepmind.google/models/gemini/flash/,official_blog,verified,True,"{""context"": ""128k"", ""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","DeepMind /models/gemini/flash/ Performance table: MRCR v2 8-needle 128k 58.0% [Promoted to verified, prior unverified value deleted per R5d.]",1,True
 gemini-2.5-pro,Gemini 2.5 Pro (GA),Google,mrcr_v2_8needle,OpenAI MRCR v2 (8-needle),Long Context,%,16.4,https://llm-stats.com/benchmarks/mrcr-v2-(8-needle),third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""default"", ""harness"": ""AI Studio API"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per Gemini 2.5 Pro Model Card (GA, June 27 2025): pass@1 single attempt, AI Studio API model-id gemini-2.5-pro-preview-06-05 / gemini-2.5-pro GA, default sampling. Release date set to GA date 2025-06-27."", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (single attempt)"", ""temperature"": ""default"", ""tools"": ""none""}","llm-stats.com row: model=Gemini 2.5 Pro Preview 06-05, slug=gemini-2.5-pro-preview-06-05, provider=Google",0,True
-gemini-2.5-pro,Gemini 2.5 Pro (GA),Google,mt_aime_2024,MT-AIME2024,Math,,92.0,https://llm-stats.com/benchmarks/aime-2024,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""default"", ""harness"": ""AI Studio API"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per Gemini 2.5 Pro Model Card (GA, June 27 2025): pass@1 single attempt, AI Studio API model-id gemini-2.5-pro-preview-06-05 / gemini-2.5-pro GA, default sampling. Release date set to GA date 2025-06-27."", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (single attempt)"", ""temperature"": ""default"", ""tools"": ""none""}","llm-stats.com row: model=Gemini 2.5 Pro, slug=gemini-2.5-pro, provider=Google",0,True
+gemini-2.5-pro,Gemini 2.5 Pro (GA),Google,mt_aime_2024,MT-AIME2024,Math,%,92.0,https://llm-stats.com/benchmarks/aime-2024,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""default"", ""harness"": ""AI Studio API"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per Gemini 2.5 Pro Model Card (GA, June 27 2025): pass@1 single attempt, AI Studio API model-id gemini-2.5-pro-preview-06-05 / gemini-2.5-pro GA, default sampling. Release date set to GA date 2025-06-27."", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (single attempt)"", ""temperature"": ""default"", ""tools"": ""none""}","llm-stats.com row: model=Gemini 2.5 Pro, slug=gemini-2.5-pro, provider=Google",0,True
 gemini-2.5-pro,Gemini 2.5 Pro (GA),Google,omnidocbench,"OmniDocBench (normalized edit distance, lower is better)",Vision,edit distance (lower=better),0.145,https://deepmind.google/models/gemini/flash/,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepMind /models/gemini/flash/ Performance table: OmniDocBench 1.5 edit distance 0.145,0,True
 gemini-2.5-pro,Gemini 2.5 Pro (GA),Google,omnidocbench_1.5,OmniDocBench 1.5,Vision,edit distance (lower=better),0.145,,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepMind /models/gemini/flash/ Performance table: OmniDocBench 1.5 overall edit distance 0.145,0,True
 gemini-2.5-pro,Gemini 2.5 Pro (GA),Google,scicode,SciCode,Coding,% correct,43.0,https://huggingface.co/MiniMaxAI/MiniMax-M2,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",MiniMax M2 model card: gemini-2.5-pro=43.,0,True
@@ -1617,7 +1617,7 @@ gemini-3-flash,Gemini 3 Flash,Google,arc_agi_1,ARC-AGI-1,Reasoning,% correct,84.
 gemini-3-flash,Gemini 3 Flash,Google,arc_agi_2,ARC-AGI-2,Reasoning,% correct,33.6,https://deepmind.google/models/gemini/flash/,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepMind /models/gemini/flash/ Performance table: ARC-AGI-2 ARC Prize Verified 33.6%,1,True
 gemini-3-flash,Gemini 3 Flash,Google,browsecomp,BrowseComp,Agentic,% correct,75.0,https://www.vellum.ai/blog/google-gemini-3-benchmarks,,dropped,,,"DROPPED (R5h): random third-party blog/aggregator, no primary trail",0,False
 gemini-3-flash,Gemini 3 Flash,Google,brumo_2025,BRUMO 2025,Math,% correct (pass@1),100.0,https://matharena.ai/?comp=brumo--brumo_2025,leaderboard,verified,True,"""thinking:default""",,0,True
-gemini-3-flash,Gemini 3 Flash,Google,charxiv_reasoning,CharXiv Reasoning,Multimodal,% correct (no tools),80.3,https://deepmind.google/models/gemini/flash/,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepMind /models/gemini/flash/ Performance table: CharXiv Reasoning no tools 80.3%,0,True
+gemini-3-flash,Gemini 3 Flash,Google,charxiv_reasoning,CharXiv Reasoning,Multimodal,% accuracy,80.3,https://deepmind.google/models/gemini/flash/,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepMind /models/gemini/flash/ Performance table: CharXiv Reasoning no tools 80.3%,0,True
 gemini-3-flash,Gemini 3 Flash,Google,chatbot_arena_elo,Chatbot Arena Elo,Human Preference,Elo rating,1473.0,https://lmarena.ai/leaderboard/text,leaderboard,verified,True,,lmarena.ai text arena (fetched 2026-04-29). Arena model name: gemini-3-flash (rank 15). ELO updates continuously; score reflects latest available.,0,True
 gemini-3-flash,Gemini 3 Flash,Google,cmimc_2025,CMIMC 2025,Math,% correct (pass@1),90.62,https://matharena.ai/?comp=cmimc--cmimc_2025,leaderboard,verified,True,"""thinking:default""",,0,True
 gemini-3-flash,Gemini 3 Flash,Google,codeforces_rating,Codeforces Rating,Coding,Elo rating,2100.0,https://medium.com/@leucopsis/gemini-3-flash-preliminary-review-34e7420e3be7,,dropped,,,"DROPPED (R5h): random third-party blog/aggregator, no primary trail",0,False
@@ -1628,7 +1628,7 @@ gemini-3-flash,Gemini 3 Flash,Google,global_piqa,Global PIQA,Reasoning,,92.8,htt
 gemini-3-flash,Gemini 3 Flash,Google,gpqa_diamond,GPQA Diamond,Science,% correct,90.4,https://deepmind.google/models/gemini/flash/,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepMind /models/gemini/flash/ Performance table: GPQA Diamond no tools 90.4%,1,True
 gemini-3-flash,Gemini 3 Flash,Google,gpqa_main,GPQA Main (full set),Science,,90.4,https://llm-stats.com/benchmarks/gpqa,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per Google DeepMind /models/gemini/flash/ table: Gemini 3 Flash Thinking, no tools by default."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","llm-stats.com row: model=Gemini 3 Flash, slug=gemini-3-flash-preview, provider=Google",0,True
 gemini-3-flash,Gemini 3 Flash,Google,hle,HLE (Humanity's Last Exam),Reasoning,% correct,33.7,https://deepmind.google/models/gemini/flash/,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepMind /models/gemini/flash/ Performance table: HLE no tools 33.7%,2,True
-gemini-3-flash,Gemini 3 Flash,Google,hle_text,HLE Text,Search Agent,%,43.5,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per Google DeepMind /models/gemini/flash/ table: Gemini 3 Flash Thinking, no tools by default."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","llm-stats.com row: model=Gemini 3 Flash, slug=gemini-3-flash-preview, provider=Google",0,True
+gemini-3-flash,Gemini 3 Flash,Google,hle_text,HLE Text,Reasoning,%,43.5,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per Google DeepMind /models/gemini/flash/ table: Gemini 3 Flash Thinking, no tools by default."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","llm-stats.com row: model=Gemini 3 Flash, slug=gemini-3-flash-preview, provider=Google",0,True
 gemini-3-flash,Gemini 3 Flash,Google,hmmt_nov_2025,HMMT Nov 2025,Math,% correct,93.33,https://matharena.ai/?comp=hmmt--hmmt_nov_2025,leaderboard,verified,True,"""thinking:default""",,0,True
 gemini-3-flash,Gemini 3 Flash,Google,ifeval,IFEval,Instruction Following,% correct (prompt strict),88.2,https://automatio.ai/models/gemini-3-flash,,dropped,,,"DROPPED (R5h): random third-party blog/aggregator, no primary trail",0,False
 gemini-3-flash,Gemini 3 Flash,Google,livebench,LiveBench,Composite,overall score,73.0,https://livebench.ai/,leaderboard,verified,True,"{""effort"": ""high"", ""mode"": ""thinking"", ""tools"": ""n/a""}",livebench.ai table_2026_01_08 (latest as of 2026-04-28): gemini-3-flash-preview-high avg=73.0. Canonical thinking mode matches (high = default thinking for Gemini 3 Flash per canonical notes). BP had 72.4.,0,True
@@ -1674,7 +1674,7 @@ gemini-3-pro,Gemini 3 Pro,Google,arcagi1_image,ArcAGI1-Image,Vision Puzzles,%,69
 gemini-3-pro,Gemini 3 Pro,Google,arcagi2_image,ArcAGI2-Image,Vision Puzzles,%,21.5,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card: gemini-3-pro=21.5.,0,False
 gemini-3-pro,Gemini 3 Pro,Google,artifactsbench,ArtifactsBench,Coding,%,58.4,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: gemini-3-pro=58.4.,0,True
 gemini-3-pro,Gemini 3 Pro,Google,babe,BABE,Reasoning,%,51.3,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card Table 3: gemini-3-pro=51.3.,0,False
-gemini-3-pro,Gemini 3 Pro,Google,babyvision,BabyVision,Multimodal,,49.7,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card: gemini-3-pro=49.7.,0,True
+gemini-3-pro,Gemini 3 Pro,Google,babyvision,BabyVision,Multimodal,% accuracy,49.7,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card: gemini-3-pro=49.7.,0,True
 gemini-3-pro,Gemini 3 Pro,Google,beyond_aime,Beyond AIME,Math,%,83.0,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card Table 3: gemini-3-pro=83.0.,0,True
 gemini-3-pro,Gemini 3 Pro,Google,bfcl_v4,BFCL v4,Tool Use,%,71.0,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: gemini-3-pro=71.0.,0,False
 gemini-3-pro,Gemini 3 Pro,Google,biobench,BIObench,Science Discovery,%,51.3,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: gemini-3-pro=51.3.,0,False
@@ -1684,8 +1684,8 @@ gemini-3-pro,Gemini 3 Pro,Google,browsecomp_zh,BrowseComp-ZH,Agentic search,,66.
 gemini-3-pro,Gemini 3 Pro,Google,brumo_2025,BRUMO 2025,Math,% correct (pass@1),98.33,https://matharena.ai/?comp=brumo--brumo_2025,leaderboard,verified,True,"""thinking:high""",,0,True
 gemini-3-pro,Gemini 3 Pro,Google,cgbench,CGBench,Video,%,65.5,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card: gemini-3-pro=65.5.,0,False
 gemini-3-pro,Gemini 3 Pro,Google,chartqapro,ChartQAPro,Document/Chart,%,69.0,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card: gemini-3-pro=69.0.,0,False
-gemini-3-pro,Gemini 3 Pro,Google,charxiv_descriptive,CharXiv Descriptive,Vision,%,94.4,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card: gemini-3-pro=94.4.,0,True
-gemini-3-pro,Gemini 3 Pro,Google,charxiv_reasoning,CharXiv Reasoning,Multimodal,% correct (no tools),81.4,https://deepmind.google/models/gemini/flash/,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepMind /models/gemini/flash/ Performance table: CharXiv Reasoning 81.4%,0,True
+gemini-3-pro,Gemini 3 Pro,Google,charxiv_descriptive,CharXiv Descriptive,Vision,% accuracy,94.4,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card: gemini-3-pro=94.4.,0,True
+gemini-3-pro,Gemini 3 Pro,Google,charxiv_reasoning,CharXiv Reasoning,Multimodal,% accuracy,81.4,https://deepmind.google/models/gemini/flash/,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepMind /models/gemini/flash/ Performance table: CharXiv Reasoning 81.4%,0,True
 gemini-3-pro,Gemini 3 Pro,Google,chatbot_arena_elo,Chatbot Arena Elo,Human Preference,Elo rating,1501.0,https://www.vellum.ai/blog/google-gemini-3-benchmarks,,dropped,,,"DROPPED (R5h): random third-party blog/aggregator, no primary trail",0,False
 gemini-3-pro,Gemini 3 Pro,Google,cl_bench,CL-Bench,Long Context,%,15.6,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card Table 3: gemini-3-pro=15.6.,0,False
 gemini-3-pro,Gemini 3 Pro,Google,cmimc_2025,CMIMC 2025,Math,% correct (pass@1),90.0,https://matharena.ai/?comp=cmimc--cmimc_2025,leaderboard,verified,True,"""thinking:high""",,0,True
@@ -1714,7 +1714,7 @@ gemini-3-pro,Gemini 3 Pro,Google,facts_grounding,FACTS Grounding,Factuality,,70.
 gemini-3-pro,Gemini 3 Pro,Google,factscore,FActScore (hallucination rate),Hallucination,%,92.6,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card Table 3: gemini-3-pro=92.6.,0,True
 gemini-3-pro,Gemini 3 Pro,Google,finsearchcomp,FinSearchComp,Search Agent,%,52.7,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: gemini-3-pro=52.7.,0,False
 gemini-3-pro,Gemini 3 Pro,Google,finsearchcompt23,FinSearchComp T2&T3,Search Agent,%,49.9,https://huggingface.co/moonshotai/Kimi-K2.5,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""agentic""}",Kimi K2.5 model card: gemini-3-pro=49.9.,0,False
-gemini-3-pro,Gemini 3 Pro,Google,frames,Frames,Agentic search,,81.9,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card Table 3: gemini-3-pro=81.9.,0,True
+gemini-3-pro,Gemini 3 Pro,Google,frames,Frames,Agentic search,%,81.9,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card Table 3: gemini-3-pro=81.9.,0,True
 gemini-3-pro,Gemini 3 Pro,Google,frontiermath,FrontierMath,Math,% correct T1-3,38.0,https://x.com/EpochAIResearch/status/1991945942174761050,,needs_review,,,,0,False
 gemini-3-pro,Gemini 3 Pro,Google,frontiersci_olympiad,FrontierSci-olympiad,Science,%,73.0,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card Table 3: gemini-3-pro=73.0.,0,False
 gemini-3-pro,Gemini 3 Pro,Google,frontiersci_research,FrontierSci-research,Science,%,15.0,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card Table 3: gemini-3-pro=15.0.,0,False
@@ -1731,7 +1731,7 @@ gemini-3-pro,Gemini 3 Pro,Google,healthbench,HealthBench,Knowledge,%,37.9,https:
 gemini-3-pro,Gemini 3 Pro,Google,healthbench_hard,HealthBench Hard,Health,,15.0,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card Table 3: gemini-3-pro=15.0.,0,False
 gemini-3-pro,Gemini 3 Pro,Google,hipho,HiPhO,Vision STEM,%,79.1,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card: gemini-3-pro=79.1.,0,False
 gemini-3-pro,Gemini 3 Pro,Google,hle,HLE (Humanity's Last Exam),Reasoning,% correct,37.5,https://deepmind.google/models/gemini/pro/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepMind /models/gemini/pro/ Performance table: HLE no tools 37.5%,9,True
-gemini-3-pro,Gemini 3 Pro,Google,hle_text,HLE Text,Search Agent,%,46.9,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: gemini-3-pro=46.9.,0,True
+gemini-3-pro,Gemini 3 Pro,Google,hle_text,HLE Text,Reasoning,%,46.9,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: gemini-3-pro=46.9.,0,True
 gemini-3-pro,Gemini 3 Pro,Google,hle_tools,HLE (w/ tools),Reasoning & Knowledge,accuracy (%),45.8,https://huggingface.co/moonshotai/Kimi-K2.5,model_card,verified,False,"""with tools, pass@1""",Reported in Kimi K2.5 HF model card (no asterisk = publicly available official score). Reference is Kimi card.,0,True
 gemini-3-pro,Gemini 3 Pro,Google,hle_verified,HLE Verified,Search Agent,%,67.5,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: gemini-3-pro=67.5.,0,False
 gemini-3-pro,Gemini 3 Pro,Google,hle_vl,HLE-VL,Vision Agent,%,36.0,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: gemini-3-pro=36.0.,0,False
@@ -1766,7 +1766,7 @@ gemini-3-pro,Gemini 3 Pro,Google,mathvision,MathVision,Math,% correct,86.1,https
 gemini-3-pro,Gemini 3 Pro,Google,mathvista,MathVista,Math/Vision,%,89.8,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card: gemini-3-pro=89.8.,0,True
 gemini-3-pro,Gemini 3 Pro,Google,mathvista_mini,MathVista (mini),Multimodal Math,,89.8,https://huggingface.co/moonshotai/Kimi-K2.5,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",Kimi K2.5 model card: gemini-3-pro=89.8.,1,False
 gemini-3-pro,Gemini 3 Pro,Google,mcpatlas,MCPAtlas Public,Agentic,% correct (pass@1),54.1,https://deepmind.google/models/gemini/pro/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepMind /models/gemini/pro/ Performance table: MCP Atlas 54.1%,2,True
-gemini-3-pro,Gemini 3 Pro,Google,mcpmark,MCPMark,Agentic,,53.9,https://huggingface.co/Qwen/Qwen3.5-397B-A17B,model_card,verified,False,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","Qwen3.5-397B-A17B HF model card cross-model table (Qwen self-test of 3rd-party model, mc=false): mcpmark 53.9 (3rd-party Qwen self-test).",1,True
+gemini-3-pro,Gemini 3 Pro,Google,mcpmark,MCPMark,Agentic,% success (pass@1),53.9,https://huggingface.co/Qwen/Qwen3.5-397B-A17B,model_card,verified,False,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","Qwen3.5-397B-A17B HF model card cross-model table (Qwen self-test of 3rd-party model, mc=false): mcpmark 53.9 (3rd-party Qwen self-test).",1,True
 gemini-3-pro,Gemini 3 Pro,Google,minedojo_verified,Minedojo Verified,Vision Agent,%,23.3,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: gemini-3-pro=23.3.,0,False
 gemini-3-pro,Gemini 3 Pro,Google,minerva,Minerva,Video,%,65.0,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card: gemini-3-pro=65.0.,0,False
 gemini-3-pro,Gemini 3 Pro,Google,mm_browsecomp,MM-BrowseComp,Vision Agent,%,25.0,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: gemini-3-pro=25.0.,0,False
@@ -1788,14 +1788,14 @@ gemini-3-pro,Gemini 3 Pro,Google,mrcr_v2,MRCR v2,Long Context,% correct,77.0,htt
 gemini-3-pro,Gemini 3 Pro,Google,mrcr_v2_8needle,OpenAI MRCR v2 (8-needle),Long Context,%,79.7,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card Table 3: gemini-3-pro=79.7.,0,True
 gemini-3-pro,Gemini 3 Pro,Google,mtvqa,MTVQA,Vision VQA,%,50.8,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card: gemini-3-pro=50.8.,0,False
 gemini-3-pro,Gemini 3 Pro,Google,muirbench,MUIRBench,Vision VQA,%,78.2,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card: gemini-3-pro=78.2.,0,False
-gemini-3-pro,Gemini 3 Pro,Google,multi_swe_bench,Multi-SWE-bench,Coding,,50.2,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: gemini-3-pro=50.2.,0,True
+gemini-3-pro,Gemini 3 Pro,Google,multi_swe_bench,Multi-SWE-bench,Coding,%,50.2,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: gemini-3-pro=50.2.,0,True
 gemini-3-pro,Gemini 3 Pro,Google,multichallenge,MultiChallenge,Instruction Following,%,64.2,https://huggingface.co/Qwen/Qwen3.5-397B-A17B,model_card,verified,False,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","Qwen3.5-397B-A17B HF model card cross-model table (Qwen self-test of 3rd-party model, mc=false): multichallenge 64.2 (3rd-party Qwen self-test).",1,True
 gemini-3-pro,Gemini 3 Pro,Google,nl2repo_bench,NL2Repo-Bench,Repository Code,%,34.2,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: gemini-3-pro=34.2.,0,True
 gemini-3-pro,Gemini 3 Pro,Google,nl2repo_pass1,NL2Repo (Pass@1),Repository Code,%,4.0,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: gemini-3-pro=4.0.,0,False
 gemini-3-pro,Gemini 3 Pro,Google,ocrbench,OCRBench,Multimodal,,90.3,https://huggingface.co/moonshotai/Kimi-K2.5,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",Kimi K2.5 model card: gemini-3-pro=90.3.,1,False
 gemini-3-pro,Gemini 3 Pro,Google,ocrbench_v2,OCRBench v2,Document/Chart,%,63.3,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card: gemini-3-pro=63.3.,0,False
 gemini-3-pro,Gemini 3 Pro,Google,odvbench,ODVBench,Video,%,63.6,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card: gemini-3-pro=63.6.,0,False
-gemini-3-pro,Gemini 3 Pro,Google,ojbench,OJBench,Coding,,68.5,https://huggingface.co/moonshotai/Kimi-K2.5,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",Kimi K2.5 model card: gemini-3-pro=68.5.,0,True
+gemini-3-pro,Gemini 3 Pro,Google,ojbench,OJBench,Coding,%,68.5,https://huggingface.co/moonshotai/Kimi-K2.5,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",Kimi K2.5 model card: gemini-3-pro=68.5.,0,True
 gemini-3-pro,Gemini 3 Pro,Google,omnidocbench,"OmniDocBench (normalized edit distance, lower is better)",Vision,edit distance (lower=better),0.115,https://deepmind.google/models/gemini/flash/,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepMind /models/gemini/flash/ Performance table: OmniDocBench 1.5 edit distance 0.115,0,True
 gemini-3-pro,Gemini 3 Pro,Google,omnidocbench_1.5,OmniDocBench 1.5,Vision,edit distance (lower=better),0.115,https://huggingface.co/moonshotai/Kimi-K2.5,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",Kimi K2.5 model card: gemini-3-pro=88.5. [Converted 88.5% (1-LED higher-better) → 0.115 (edit distance lower-better) for cross-source consistency],0,True
 gemini-3-pro,Gemini 3 Pro,Google,osworld,OSWorld,Agentic,% success,55.0,https://www.vellum.ai/blog/google-gemini-3-benchmarks,,dropped,,,"DROPPED (R5h): random third-party blog/aggregator, no primary trail",0,False
@@ -1875,9 +1875,9 @@ gemini-3.1-pro,Gemini 3.1 Pro,Google,apex_agents,APEX-Agents,Agentic,,33.5,https
 gemini-3.1-pro,Gemini 3.1 Pro,Google,apex_shortlist,Apex Shortlist,Math,% correct (pass@1),89.1,https://huggingface.co/deepseek-ai/DeepSeek-V4-Pro,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V4-Pro model card (third-party): gemini-3.1-pro (per their own canonical config) = 89.1.,0,False
 gemini-3.1-pro,Gemini 3.1 Pro,Google,arc_agi_1,ARC-AGI-1,Reasoning,% correct,98.0,https://arcprize.org/leaderboard,leaderboard,verified,True,"{""effort"": ""default"", ""harness"": ""official (arcprize.org)"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""sampling"": ""pass@1 (single-pass)"", ""system_type"": ""CoT"", ""tools"": ""none""}","arcprize.org leaderboard audit: Gemini 3.1 Pro (Preview, 2026-02-19) on leaderboard",1,True
 gemini-3.1-pro,Gemini 3.1 Pro,Google,arc_agi_2,ARC-AGI-2,Reasoning,% correct,77.1,https://deepmind.google/models/gemini/pro/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepMind /models/gemini/pro/ Performance table: ARC-AGI-2 ARC Prize Verified 77.1%,2,True
-gemini-3.1-pro,Gemini 3.1 Pro,Google,babyvision,BabyVision,Multimodal,,51.6,https://huggingface.co/moonshotai/Kimi-K2.6,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",Kimi K2.6 model card: gemini-3.1-pro=51.6.,0,True
+gemini-3.1-pro,Gemini 3.1 Pro,Google,babyvision,BabyVision,Multimodal,% accuracy,51.6,https://huggingface.co/moonshotai/Kimi-K2.6,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",Kimi K2.6 model card: gemini-3.1-pro=51.6.,0,True
 gemini-3.1-pro,Gemini 3.1 Pro,Google,browsecomp,BrowseComp,Agentic,% correct,85.9,https://deepmind.google/models/gemini/pro/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""web+code""}",DeepMind /models/gemini/pro/ Performance table: BrowseComp Search+Python+Browse 85.9%,2,True
-gemini-3.1-pro,Gemini 3.1 Pro,Google,charxiv_reasoning,CharXiv Reasoning,Multimodal,% correct (no tools),80.2,https://huggingface.co/moonshotai/Kimi-K2.6,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",Kimi K2.6 model card: gemini-3.1-pro=80.2.,0,True
+gemini-3.1-pro,Gemini 3.1 Pro,Google,charxiv_reasoning,CharXiv Reasoning,Multimodal,% accuracy,80.2,https://huggingface.co/moonshotai/Kimi-K2.6,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",Kimi K2.6 model card: gemini-3.1-pro=80.2.,0,True
 gemini-3.1-pro,Gemini 3.1 Pro,Google,chatbot_arena_elo,Chatbot Arena Elo,Human Preference,Elo rating,1493.0,https://lmarena.ai/leaderboard/text,leaderboard,verified,True,,lmarena.ai text arena (fetched 2026-04-29). Arena model name: gemini-3.1-pro-preview (rank 5). ELO updates continuously; score reflects latest available.,0,True
 gemini-3.1-pro,Gemini 3.1 Pro,Google,chinese_simpleqa,Chinese-SimpleQA,Knowledge,%,85.9,https://huggingface.co/deepseek-ai/DeepSeek-V4-Pro,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V4-Pro model card (third-party): gemini-3.1-pro (per their own canonical config) = 85.9.,0,True
 gemini-3.1-pro,Gemini 3.1 Pro,Google,codeforces_rating,Codeforces Rating,Coding,Elo rating,3052.0,https://huggingface.co/deepseek-ai/DeepSeek-V4-Pro,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V4-Pro model card (third-party): gemini-3.1-pro (per their own canonical config) = 3052.,0,True
@@ -1894,7 +1894,7 @@ gemini-3.1-pro,Gemini 3.1 Pro,Google,gdpval_oai_woe,GDPval (OpenAI wins-or-ties)
 gemini-3.1-pro,Gemini 3.1 Pro,Google,gpqa_diamond,GPQA Diamond,Science,% correct,94.3,https://deepmind.google/models/gemini/pro/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepMind /models/gemini/pro/ Performance table: GPQA Diamond no tools 94.3%,2,True
 gemini-3.1-pro,Gemini 3.1 Pro,Google,gpqa_main,GPQA Main (full set),Science,,94.3,https://llm-stats.com/benchmarks/gpqa,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per Google DeepMind /models/gemini/pro/ table: Gemini 3.1 Pro Thinking (High), no tools by default."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","llm-stats.com row: model=Gemini 3.1 Pro, slug=gemini-3.1-pro-preview, provider=Google",0,True
 gemini-3.1-pro,Gemini 3.1 Pro,Google,hle,HLE (Humanity's Last Exam),Reasoning,% correct,44.4,https://deepmind.google/models/gemini/pro/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepMind /models/gemini/pro/ Performance table: HLE no tools 44.4%,4,True
-gemini-3.1-pro,Gemini 3.1 Pro,Google,hle_text,HLE Text,Search Agent,%,51.4,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per Google DeepMind /models/gemini/pro/ table: Gemini 3.1 Pro Thinking (High), no tools by default."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","llm-stats.com row: model=Gemini 3.1 Pro, slug=gemini-3.1-pro-preview, provider=Google",0,True
+gemini-3.1-pro,Gemini 3.1 Pro,Google,hle_text,HLE Text,Reasoning,%,51.4,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per Google DeepMind /models/gemini/pro/ table: Gemini 3.1 Pro Thinking (High), no tools by default."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","llm-stats.com row: model=Gemini 3.1 Pro, slug=gemini-3.1-pro-preview, provider=Google",0,True
 gemini-3.1-pro,Gemini 3.1 Pro,Google,hmmt_feb_2026,HMMT Feb 2026,Math,% correct (pass@1),94.7,https://huggingface.co/deepseek-ai/DeepSeek-V4-Pro,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V4-Pro model card (third-party): gemini-3.1-pro (per their own canonical config) = 94.7.,1,True
 gemini-3.1-pro,Gemini 3.1 Pro,Google,hmmt_nov_2025,HMMT Nov 2025,Math,% correct,94.8,https://z.ai/blog/glm-5.1,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",GLM-5.1 blog: gemini-3.1-pro=94.8.,0,True
 gemini-3.1-pro,Gemini 3.1 Pro,Google,humaneval,HumanEval,Coding,pass@1 %,95.0,https://www.digitalapplied.com/blog/google-gemini-3-1-pro-benchmarks-pricing-guide,,dropped,,,"DROPPED (R5h): random third-party blog/aggregator, no primary trail",0,False
@@ -1907,7 +1907,7 @@ gemini-3.1-pro,Gemini 3.1 Pro,Google,math_500,MATH-500,Math,% correct,98.5,https
 gemini-3.1-pro,Gemini 3.1 Pro,Google,matharena_apex_2025,MathArena Apex 2025,Math,% correct,60.9,https://huggingface.co/deepseek-ai/DeepSeek-V4-Pro,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V4-Pro model card (third-party): gemini-3.1-pro (per their own canonical config) = 60.9.,0,True
 gemini-3.1-pro,Gemini 3.1 Pro,Google,mathvision,MathVision,Math,% correct,89.8,https://huggingface.co/moonshotai/Kimi-K2.6,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",Kimi K2.6 model card: gemini-3.1-pro=89.8.,0,True
 gemini-3.1-pro,Gemini 3.1 Pro,Google,mcpatlas,MCPAtlas Public,Agentic,% correct (pass@1),69.2,https://deepmind.google/models/gemini/pro/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepMind /models/gemini/pro/ Performance table (PROMOTED over prior third-party): MCP Atlas 69.2% (was 78.2 from OpenAI gpt-5.5 blog third-party; demoted to candidate),1,True
-gemini-3.1-pro,Gemini 3.1 Pro,Google,mcpmark,MCPMark,Agentic,,55.9,https://huggingface.co/moonshotai/Kimi-K2.6,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""agentic""}",Kimi K2.6 model card: gemini-3.1-pro=55.9.,0,True
+gemini-3.1-pro,Gemini 3.1 Pro,Google,mcpmark,MCPMark,Agentic,% success (pass@1),55.9,https://huggingface.co/moonshotai/Kimi-K2.6,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""agentic""}",Kimi K2.6 model card: gemini-3.1-pro=55.9.,0,True
 gemini-3.1-pro,Gemini 3.1 Pro,Google,mmlu,MMLU,Knowledge,% correct,92.6,https://deepmind.google/models/model-cards/gemini-3-1-pro/,,dropped,,, | DROPPED: BP cell 92.6 from /models/model-cards/gemini-3-1-pro/ is actually MMMLU not MMLU. Source mislabel. Use mmmlu cell instead.,0,False
 gemini-3.1-pro,Gemini 3.1 Pro,Google,mmlu_pro,MMLU-Pro,Knowledge,% correct,91.0,https://huggingface.co/deepseek-ai/DeepSeek-V4-Pro,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V4-Pro model card (third-party): gemini-3.1-pro (per their own canonical config) = 91.0.,0,True
 gemini-3.1-pro,Gemini 3.1 Pro,Google,mmmlu,MMMLU,Knowledge,% correct,92.6,https://deepmind.google/models/gemini/pro/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepMind /models/gemini/pro/ Performance table: MMMLU 92.6%,0,True
@@ -1918,7 +1918,7 @@ gemini-3.1-pro,Gemini 3.1 Pro,Google,mrcr_v2,MRCR v2,Long Context,% correct,84.9
 gemini-3.1-pro,Gemini 3.1 Pro,Google,mrcr_v2_8needle,OpenAI MRCR v2 (8-needle),Long Context,%,26.3,https://llm-stats.com/benchmarks/mrcr-v2-(8-needle),third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per Google DeepMind /models/gemini/pro/ table: Gemini 3.1 Pro Thinking (High), no tools by default."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","llm-stats.com row: model=Gemini 3.1 Pro, slug=gemini-3.1-pro-preview, provider=Google",0,True
 gemini-3.1-pro,Gemini 3.1 Pro,Google,nl2repo_bench,NL2Repo-Bench,Repository Code,%,33.4,https://z.ai/blog/glm-5.1,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic (bash + edit)""}",GLM-5.1 blog: gemini-3.1-pro=33.4.,0,True
 gemini-3.1-pro,Gemini 3.1 Pro,Google,officeqa_pro,OfficeQA Pro,Office,%,18.1,https://openai.com/index/introducing-gpt-5-5/,third_party,verified,False,"{""effort"": ""unknown"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}",GPT-5.5 blog table: OfficeQA Pro=18.1%; third-party self-test by OpenAI,0,False
-gemini-3.1-pro,Gemini 3.1 Pro,Google,ojbench,OJBench,Coding,,70.7,https://huggingface.co/moonshotai/Kimi-K2.6,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",Kimi K2.6 model card: gemini-3.1-pro=70.7.,0,True
+gemini-3.1-pro,Gemini 3.1 Pro,Google,ojbench,OJBench,Coding,%,70.7,https://huggingface.co/moonshotai/Kimi-K2.6,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",Kimi K2.6 model card: gemini-3.1-pro=70.7.,0,True
 gemini-3.1-pro,Gemini 3.1 Pro,Google,osworld,OSWorld,Agentic,% success,72.0,https://www.trendingtopics.eu/gemini-3-1-pro-leads-most-benchmarks/,,dropped,,,"DROPPED (R5h): random third-party blog/aggregator, no primary trail",0,False
 gemini-3.1-pro,Gemini 3.1 Pro,Google,scicode,SciCode,Coding,% correct,59.0,https://deepmind.google/models/gemini/pro/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepMind /models/gemini/pro/ Performance table: SciCode 59% (rounded; existing 58.9 within rounding),2,True
 gemini-3.1-pro,Gemini 3.1 Pro,Google,simplebench,SimpleBench,Reasoning,% correct,79.6,https://lmcouncil.ai/benchmarks,,dropped,,,"DROPPED (R5h): random third-party blog/aggregator, no primary trail | DROPPED (R5g-c stale, never verified, source not audited in any pass)",0,False
@@ -2165,7 +2165,7 @@ glm-4.6,GLM-4.6,Zhipu AI,gaia,GAIA (text only),Agentic,%,71.9,https://huggingfac
 glm-4.6,GLM-4.6,Zhipu AI,gpqa_diamond,GPQA Diamond,Science,% correct,81.0,https://z.ai/blog/glm-4.7,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",GLM-4.7 blog: glm-4.6=81.0.,1,True
 glm-4.6,GLM-4.6,Zhipu AI,gpqa_main,GPQA Main (full set),Science,,81.0,https://llm-stats.com/benchmarks/gpqa,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per GLM-4.7 blog."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=GLM-4.6, slug=glm-4.6, provider=Zhipu AI",0,True
 glm-4.6,GLM-4.6,Zhipu AI,hle,HLE (Humanity's Last Exam),Reasoning,% correct,17.2,https://z.ai/blog/glm-4.7,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",GLM-4.7 blog: glm-4.6=17.2.,0,True
-glm-4.6,GLM-4.6,Zhipu AI,hle_text,HLE Text,Search Agent,%,17.2,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per GLM-4.7 blog."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=GLM-4.6, slug=glm-4.6, provider=Zhipu AI",0,True
+glm-4.6,GLM-4.6,Zhipu AI,hle_text,HLE Text,Reasoning,%,17.2,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per GLM-4.7 blog."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=GLM-4.6, slug=glm-4.6, provider=Zhipu AI",0,True
 glm-4.6,GLM-4.6,Zhipu AI,hle_tools,HLE (w/ tools),Reasoning & Knowledge,accuracy (%),30.4,https://z.ai/blog/glm-4.7,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""search+code+web""}","GLM-4.7 blog (same provider Zhipu, third-party for GLM-4.6): GLM-4.6=30.4 in comparison table.",0,True
 glm-4.6,GLM-4.6,Zhipu AI,hmmt_feb_2025,HMMT Feb 2025,Math,%,89.2,https://z.ai/blog/glm-4.7,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",GLM-4.7 blog: glm-4.6=89.2.,0,True
 glm-4.6,GLM-4.6,Zhipu AI,hmmt_nov_2025,HMMT Nov 2025,Math,% correct,87.7,https://z.ai/blog/glm-4.7,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",GLM-4.7 blog: glm-4.6=87.7.,0,True
@@ -2177,7 +2177,7 @@ glm-4.6,GLM-4.6,Zhipu AI,livecodebench,LiveCodeBench,Coding,pass@1 %,70.0,https:
 glm-4.6,GLM-4.6,Zhipu AI,livecodebench_v6,LiveCodeBench v6,Coding,%,82.8,https://z.ai/blog/glm-4.7,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",GLM-4.7 blog: glm-4.6=82.8.,0,False
 glm-4.6,GLM-4.6,Zhipu AI,mmlu,MMLU,Knowledge,% correct,85.0,https://llm-stats.com/models/glm-4.7,,dropped,,,"DROPPED (R5h): random third-party blog/aggregator, no primary trail",0,False
 glm-4.6,GLM-4.6,Zhipu AI,mmlu_pro,MMLU-Pro,Knowledge,% correct,83.2,https://z.ai/blog/glm-4.7,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",GLM-4.7 blog: glm-4.6=83.2.,1,True
-glm-4.6,GLM-4.6,Zhipu AI,multi_swe_bench,Multi-SWE-bench,Coding,,30.0,https://huggingface.co/MiniMaxAI/MiniMax-M2,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic (bash + edit)""}",MiniMax M2 model card: glm-4.6=30.,0,True
+glm-4.6,GLM-4.6,Zhipu AI,multi_swe_bench,Multi-SWE-bench,Coding,%,30.0,https://huggingface.co/MiniMaxAI/MiniMax-M2,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic (bash + edit)""}",MiniMax M2 model card: glm-4.6=30.,0,True
 glm-4.6,GLM-4.6,Zhipu AI,scicode,SciCode,Coding,% correct,38.0,https://huggingface.co/MiniMaxAI/MiniMax-M2,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",MiniMax M2 model card: glm-4.6=38.,0,True
 glm-4.6,GLM-4.6,Zhipu AI,swe_bench_multilingual,SWE-bench Multilingual,Coding,% resolved,53.8,https://z.ai/blog/glm-4.7,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic (bash + edit)""}",GLM-4.7 blog: glm-4.6=53.8.,0,True
 glm-4.6,GLM-4.6,Zhipu AI,swe_bench_verified,SWE-bench Verified,Coding,% resolved,68.0,https://z.ai/blog/glm-4.7,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic (bash + edit)""}",GLM-4.7 blog: glm-4.6=68.0.,0,True
@@ -2196,7 +2196,7 @@ glm-4.7,GLM-4.7,Zhipu AI,frontiermath,FrontierMath,Math,% correct T1-3,2.4,https
 glm-4.7,GLM-4.7,Zhipu AI,gpqa_diamond,GPQA Diamond,Science,% correct,85.7,https://z.ai/blog/glm-5,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",GLM-5 blog: glm-4.7=85.7.,0,True
 glm-4.7,GLM-4.7,Zhipu AI,gpqa_main,GPQA Main (full set),Science,,85.7,https://llm-stats.com/benchmarks/gpqa,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per GLM-5 blog."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=GLM-4.7, slug=glm-4.7, provider=Zhipu AI",0,True
 glm-4.7,GLM-4.7,Zhipu AI,hle,HLE (Humanity's Last Exam),Reasoning,% correct,24.8,https://z.ai/blog/glm-5,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",GLM-5 blog: glm-4.7=24.8.,0,True
-glm-4.7,GLM-4.7,Zhipu AI,hle_text,HLE Text,Search Agent,%,42.8,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per GLM-5 blog."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=GLM-4.7, slug=glm-4.7, provider=Zhipu AI",0,True
+glm-4.7,GLM-4.7,Zhipu AI,hle_text,HLE Text,Reasoning,%,42.8,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per GLM-5 blog."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=GLM-4.7, slug=glm-4.7, provider=Zhipu AI",0,True
 glm-4.7,GLM-4.7,Zhipu AI,hle_tools,HLE (w/ tools),Reasoning & Knowledge,accuracy (%),42.8,https://z.ai/blog/glm-4.7,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""search+code+web""}",GLM-4.7 blog (first-party): GLM-4.7=42.8. Also confirmed in z.ai/blog/glm-5 (third-party: 42.8).,0,True
 glm-4.7,GLM-4.7,Zhipu AI,hmmt_feb_2025,HMMT Feb 2025,Math,%,97.1,https://z.ai/blog/glm-4.7,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",GLM-4.7 blog: glm-4.7=97.1.,0,True
 glm-4.7,GLM-4.7,Zhipu AI,hmmt_nov_2025,HMMT Nov 2025,Math,% correct,93.5,https://z.ai/blog/glm-5,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",GLM-5 blog: glm-4.7=93.5.,0,True
@@ -2249,7 +2249,7 @@ glm-5.1,GLM-5.1,Zhipu AI,gdpval_aa_elo,GDPval (Artificial Analysis ELO),Knowledg
 glm-5.1,GLM-5.1,Zhipu AI,gpqa_diamond,GPQA Diamond,Science,% correct,86.2,https://huggingface.co/deepseek-ai/DeepSeek-V4-Pro,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V4-Pro model card (third-party): glm-5.1 (per their own canonical config) = 86.2.,0,True
 glm-5.1,GLM-5.1,Zhipu AI,gpqa_main,GPQA Main (full set),Science,,86.2,https://llm-stats.com/benchmarks/gpqa,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per GLM-5.1 blog."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=GLM-5.1, slug=glm-5.1, provider=Zhipu AI",0,True
 glm-5.1,GLM-5.1,Zhipu AI,hle,HLE (Humanity's Last Exam),Reasoning,% correct,34.7,https://huggingface.co/deepseek-ai/DeepSeek-V4-Pro,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V4-Pro model card (third-party): glm-5.1 (per their own canonical config) = 34.7.,1,True
-glm-5.1,GLM-5.1,Zhipu AI,hle_text,HLE Text,Search Agent,%,52.3,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per GLM-5.1 blog."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=GLM-5.1, slug=glm-5.1, provider=Zhipu AI",0,True
+glm-5.1,GLM-5.1,Zhipu AI,hle_text,HLE Text,Reasoning,%,52.3,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per GLM-5.1 blog."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=GLM-5.1, slug=glm-5.1, provider=Zhipu AI",0,True
 glm-5.1,GLM-5.1,Zhipu AI,hle_tools,HLE (w/ tools),Reasoning & Knowledge,accuracy (%),52.3,https://z.ai/blog/glm-5.1,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""search+code+web""}","GLM-5.1 blog (first-party): GLM-5.1=52.3. Footnote: starred values (53.1*, 51.4*, 52.1* for Opus 4.6/Gemini 3.1/GPT-5.4) are full-set; GLM-5.1 unstarred = text-only subset not stated explicitly but consistent.",0,True
 glm-5.1,GLM-5.1,Zhipu AI,hmmt_feb_2025,HMMT Feb 2025,Math,%,94.0,https://llm-stats.com/benchmarks/hmmt-2025,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per GLM-5.1 blog."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=GLM-5.1, slug=glm-5.1, provider=Zhipu AI",0,True
 glm-5.1,GLM-5.1,Zhipu AI,hmmt_feb_2026,HMMT Feb 2026,Math,% correct (pass@1),89.4,https://huggingface.co/deepseek-ai/DeepSeek-V4-Pro,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V4-Pro model card (third-party): glm-5.1 (per their own canonical config) = 89.4.,1,True
@@ -2276,7 +2276,7 @@ gpt-3.5-turbo,GPT-3.5 Turbo (0125),OpenAI,humaneval,HumanEval,Coding,pass@1 %,68
 gpt-3.5-turbo,GPT-3.5 Turbo (0125),OpenAI,ifeval,IFEval,Instruction Following,% correct (prompt strict),66.9,https://arxiv.org/abs/2501.00656,tech_report,verified,False,"{""effort"": ""n/a"", ""harness"": ""OLMES"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","OLMo 2 paper Table 7 Instruct (gpt-3.5-turbo column): ifeval=66.9. Third-party Allen AI self-test, mc=false.",0,True
 gpt-3.5-turbo,GPT-3.5 Turbo (0125),OpenAI,math,MATH,Math,,41.2,https://arxiv.org/abs/2501.00656,tech_report,verified,False,"{""effort"": ""n/a"", ""harness"": ""OLMES"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","OLMo 2 paper Table 7 Instruct (gpt-3.5-turbo column): math=41.2. Third-party Allen AI self-test, mc=false.",0,True
 gpt-3.5-turbo,GPT-3.5 Turbo (0125),OpenAI,mathvista,MathVista,Math/Vision,%,0.0,https://llm-stats.com/benchmarks/mathvista,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""n/a"", ""harness"": ""OLMES (Allen AI)"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""notes"": ""Per OLMo 2 paper Table 7 Instruct (instruction-tuned variant)."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","llm-stats.com row: model=GPT-3.5 Turbo, slug=gpt-3.5-turbo-0125, provider=OpenAI",0,True
-gpt-3.5-turbo,GPT-3.5 Turbo (0125),OpenAI,mgsm,MGSM,Math,%,56.3,https://llm-stats.com/benchmarks/mgsm,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""n/a"", ""harness"": ""OLMES (Allen AI)"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""notes"": ""Per OLMo 2 paper Table 7 Instruct (instruction-tuned variant)."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","llm-stats.com row: model=GPT-3.5 Turbo, slug=gpt-3.5-turbo-0125, provider=OpenAI",0,True
+gpt-3.5-turbo,GPT-3.5 Turbo (0125),OpenAI,mgsm,MGSM,Math,exact match (%),56.3,https://llm-stats.com/benchmarks/mgsm,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""n/a"", ""harness"": ""OLMES (Allen AI)"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""notes"": ""Per OLMo 2 paper Table 7 Instruct (instruction-tuned variant)."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","llm-stats.com row: model=GPT-3.5 Turbo, slug=gpt-3.5-turbo-0125, provider=OpenAI",0,True
 gpt-3.5-turbo,GPT-3.5 Turbo (0125),OpenAI,mmlu,MMLU,Knowledge,% correct,70.2,https://arxiv.org/abs/2501.00656,tech_report,verified,False,"{""effort"": ""n/a"", ""harness"": ""OLMES"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","OLMo 2 paper Table 7 Instruct (gpt-3.5-turbo column): mmlu=70.2. Third-party Allen AI self-test, mc=false.",0,False
 gpt-3.5-turbo,GPT-3.5 Turbo (0125),OpenAI,mmmu,MMMU,Multimodal,% correct,0.0,https://llm-stats.com/benchmarks/mmmu,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""n/a"", ""harness"": ""OLMES (Allen AI)"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""notes"": ""Per OLMo 2 paper Table 7 Instruct (instruction-tuned variant)."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","llm-stats.com row: model=GPT-3.5 Turbo, slug=gpt-3.5-turbo-0125, provider=OpenAI",0,True
 gpt-3.5-turbo,GPT-3.5 Turbo (0125),OpenAI,popqa,PopQA,QA,,45.0,https://arxiv.org/abs/2501.00656,tech_report,verified,False,"{""effort"": ""n/a"", ""harness"": ""OLMES"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","OLMo 2 paper Table 7 Instruct (gpt-3.5-turbo column): popqa=45.0. Third-party Allen AI self-test, mc=false.",0,True
@@ -2287,7 +2287,7 @@ gpt-4-turbo,GPT-4 Turbo,OpenAI,gpqa_diamond,GPQA Diamond,Science,% correct,48.0,
 gpt-4-turbo,GPT-4 Turbo,OpenAI,gpqa_main,GPQA Main (full set),Science,,48.0,https://llm-stats.com/benchmarks/gpqa,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=GPT-4 Turbo, slug=gpt-4-turbo-2024-04-09, provider=OpenAI",0,False
 gpt-4-turbo,GPT-4 Turbo,OpenAI,humaneval,HumanEval,Coding,pass@1 %,87.1,https://llm-stats.com/benchmarks/humaneval,third_party_aggregator,verified_third_party,,"{""harness"": ""unknown (llm-stats aggregator)"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Setting not disclosed by aggregator"", ""sampling"": ""unknown""}","From llm-stats.com HumanEval leaderboard (display name 'GPT-4 Turbo', rank 30, accessed 2026-04-29). Setting unknown.",0,False
 gpt-4-turbo,GPT-4 Turbo,OpenAI,math,MATH,Math,,72.6,https://llm-stats.com/benchmarks/math,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=GPT-4 Turbo, slug=gpt-4-turbo-2024-04-09, provider=OpenAI",0,False
-gpt-4-turbo,GPT-4 Turbo,OpenAI,mgsm,MGSM,Math,%,88.5,https://llm-stats.com/benchmarks/mgsm,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=GPT-4 Turbo, slug=gpt-4-turbo-2024-04-09, provider=OpenAI",0,False
+gpt-4-turbo,GPT-4 Turbo,OpenAI,mgsm,MGSM,Math,exact match (%),88.5,https://llm-stats.com/benchmarks/mgsm,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=GPT-4 Turbo, slug=gpt-4-turbo-2024-04-09, provider=OpenAI",0,False
 gpt-4-turbo,GPT-4 Turbo,OpenAI,mmlu,MMLU,Knowledge,% correct,86.5,https://llm-stats.com/benchmarks/mmlu,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=GPT-4 Turbo, slug=gpt-4-turbo-2024-04-09, provider=OpenAI",0,False
 gpt-4.1,GPT-4.1,OpenAI,aider_polyglot_diff,Aider Polyglot (diff mode),Coding,%,52.9,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic (diff)""}",OpenAI GPT-5 dev blog: gpt-4.1=52.9 (high reasoning effort).,0,True
 gpt-4.1,GPT-4.1,OpenAI,aider_polyglot_whole,Aider Polyglot (whole mode),Coding,%,51.6,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic (bash + edit)""}",OpenAI GPT-4.1 blog: gpt-4.1=51.6.,0,True
@@ -2296,10 +2296,10 @@ gpt-4.1,GPT-4.1,OpenAI,aime_2025,AIME 2025,Math,% correct (pass@1),46.4,https://
 gpt-4.1,GPT-4.1,OpenAI,arc_agi_1,ARC-AGI-1,Reasoning,% correct,5.5,https://arcprize.org/leaderboard,leaderboard,verified,True,"{""effort"": ""n/a"", ""harness"": ""official (arcprize.org)"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""sampling"": ""pass@1 (single-pass)"", ""system_type"": ""Base LLM"", ""tools"": ""none""}",arcprize.org leaderboard audit: GPT-4.1 Base LLM on leaderboard,0,True
 gpt-4.1,GPT-4.1,OpenAI,arc_agi_2,ARC-AGI-2,Reasoning,% correct,0.4,https://arcprize.org/leaderboard,leaderboard,verified,True,"{""effort"": ""n/a"", ""harness"": ""official (arcprize.org)"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""sampling"": ""pass@1 (single-pass)"", ""system_type"": ""Base LLM"", ""tools"": ""none""}",arcprize.org leaderboard audit: GPT-4.1 Base LLM on leaderboard,0,True
 gpt-4.1,GPT-4.1,OpenAI,arena_hard,Arena-Hard Auto,Instruction Following,% win rate,61.5,https://github.com/lmarena/arena-hard-auto,leaderboard,verified,True,"""Arena-Hard-v2.0 Creative Writing, Ensemble GPT-4.1+Gemini-2.5-Pro judge""",,0,True
-gpt-4.1,GPT-4.1,OpenAI,browsecomp_long_context_128k,BrowseComp Long Context 128k,Long Context,%,85.9,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic""}",OpenAI GPT-5 dev blog: gpt-4.1=85.9 (high reasoning effort).,0,True
+gpt-4.1,GPT-4.1,OpenAI,browsecomp_long_context_128k,BrowseComp Long Context 128k,Long Context,% accuracy,85.9,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic""}",OpenAI GPT-5 dev blog: gpt-4.1=85.9 (high reasoning effort).,0,True
 gpt-4.1,GPT-4.1,OpenAI,bullshit_pushback,Bullshit-Bench (Clear Pushback),Behavior,% clear pushback,14.55,https://github.com/petergpt/bullshit-benchmark/tree/main/data/latest,leaderboard,verified,True,"""leaderboard.csv green_rate×100; reasoning=default""",,0,True
-gpt-4.1,GPT-4.1,OpenAI,charxiv_descriptive,CharXiv Descriptive,Vision,%,87.9,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: gpt-4.1=87.9.,0,True
-gpt-4.1,GPT-4.1,OpenAI,charxiv_reasoning,CharXiv Reasoning,Multimodal,% correct (no tools),56.7,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""with python tool (per OpenAI dev blog)"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""python tool""}",OpenAI GPT-5 dev blog: gpt-4.1=56.7 (high reasoning effort).,0,True
+gpt-4.1,GPT-4.1,OpenAI,charxiv_descriptive,CharXiv Descriptive,Vision,% accuracy,87.9,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: gpt-4.1=87.9.,0,True
+gpt-4.1,GPT-4.1,OpenAI,charxiv_reasoning,CharXiv Reasoning,Multimodal,% accuracy,56.7,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""with python tool (per OpenAI dev blog)"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""python tool""}",OpenAI GPT-5 dev blog: gpt-4.1=56.7 (high reasoning effort).,0,True
 gpt-4.1,GPT-4.1,OpenAI,codeforces_rating,Codeforces Rating,Coding,Elo rating,1807.0,https://openai.com/index/gpt-4-1/,,dropped,,, [R5g: ghost cell — openai.com/gpt-4-1 blog does NOT contain Codeforces data; score 1807 origin unknown. Dropped per R5g.],0,False
 gpt-4.1,GPT-4.1,OpenAI,collie,COLLIE,Instruction Following,%,65.8,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-5 dev blog: gpt-4.1=65.8 (high reasoning effort).,0,True
 gpt-4.1,GPT-4.1,OpenAI,complexfuncbench,ComplexFuncBench,Tool Use,%,65.5,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic (function calling)""}",OpenAI GPT-4.1 blog: gpt-4.1=65.5.,0,True
@@ -2312,7 +2312,7 @@ gpt-4.1,GPT-4.1,OpenAI,graphwalks_bfs_128k_plus,GraphWalks BFS >128k,Long Contex
 gpt-4.1,GPT-4.1,OpenAI,graphwalks_parents_0k_128k,GraphWalks parents 0-128K,Long Context,%,58.0,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-5 dev blog: gpt-4.1=58.0 (high reasoning effort).,0,True
 gpt-4.1,GPT-4.1,OpenAI,graphwalks_parents_128k_plus,GraphWalks parents >128k,Long Context,%,25.0,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: gpt-4.1=25.0.,0,False
 gpt-4.1,GPT-4.1,OpenAI,hle,HLE (Humanity's Last Exam),Reasoning,% correct,5.4,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-5 dev blog: gpt-4.1=5.4 (high reasoning effort).,0,True
-gpt-4.1,GPT-4.1,OpenAI,hle_text,HLE Text,Search Agent,%,5.4,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""notes"": ""Per OpenAI GPT-5 dev blog. non-reasoning model."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=GPT-4.1, slug=gpt-4.1-2025-04-14, provider=OpenAI",0,True
+gpt-4.1,GPT-4.1,OpenAI,hle_text,HLE Text,Reasoning,%,5.4,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""notes"": ""Per OpenAI GPT-5 dev blog. non-reasoning model."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=GPT-4.1, slug=gpt-4.1-2025-04-14, provider=OpenAI",0,True
 gpt-4.1,GPT-4.1,OpenAI,hmmt_feb_2025,HMMT Feb 2025,Math,%,28.9,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-5 dev blog: gpt-4.1=28.9 (high reasoning effort).,0,True
 gpt-4.1,GPT-4.1,OpenAI,humaneval,HumanEval,Coding,pass@1 %,92.0,https://openai.com/index/gpt-4-1/,,dropped,,, [R5g: ghost cell — openai.com/gpt-4-1 blog does NOT contain HumanEval data; score 92.0 origin unknown. Dropped per R5g.],0,False
 gpt-4.1,GPT-4.1,OpenAI,ifeval,IFEval,Instruction Following,% correct (prompt strict),87.4,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: gpt-4.1=87.4.,0,True
@@ -2330,7 +2330,7 @@ gpt-4.1,GPT-4.1,OpenAI,mmmu_pro,MMMU-Pro,Multimodal,% correct,60.3,https://opena
 gpt-4.1,GPT-4.1,OpenAI,mrcr_v2,MRCR v2,Long Context,% correct,80.0,https://awesomeagents.ai/leaderboards/long-context-benchmarks-leaderboard/,,dropped,,,"DROPPED (R5h): random third-party blog/aggregator, no primary trail",0,False
 gpt-4.1,GPT-4.1,OpenAI,mrcr_v2_2needle_128k,"OpenAI MRCR v2 (2 needle, 128k)",Long Context,%,57.2,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: gpt-4.1=57.2.,0,True
 gpt-4.1,GPT-4.1,OpenAI,mrcr_v2_2needle_1m,"OpenAI MRCR v2 (2 needle, 1M)",Long Context,%,46.3,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: gpt-4.1=46.3.,0,False
-gpt-4.1,GPT-4.1,OpenAI,mt_aime_2024,MT-AIME2024,Math,,48.1,https://llm-stats.com/benchmarks/aime-2024,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""notes"": ""Per OpenAI GPT-5 dev blog. non-reasoning model."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=GPT-4.1, slug=gpt-4.1-2025-04-14, provider=OpenAI",0,True
+gpt-4.1,GPT-4.1,OpenAI,mt_aime_2024,MT-AIME2024,Math,%,48.1,https://llm-stats.com/benchmarks/aime-2024,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""notes"": ""Per OpenAI GPT-5 dev blog. non-reasoning model."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=GPT-4.1, slug=gpt-4.1-2025-04-14, provider=OpenAI",0,True
 gpt-4.1,GPT-4.1,OpenAI,multi_if,Multi-IF,Instruction Following,%,70.8,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: gpt-4.1=70.8.,0,True
 gpt-4.1,GPT-4.1,OpenAI,multichallenge,MultiChallenge,Instruction Following,%,38.3,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: gpt-4.1=38.3.,0,True
 gpt-4.1,GPT-4.1,OpenAI,multichallenge_o3mini_grader,MultiChallenge (o3-mini grader),Instruction Following,%,46.2,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-5 dev blog: gpt-4.1=46.2 (high reasoning effort).,0,True
@@ -2353,9 +2353,9 @@ gpt-4.1-mini,GPT-4.1 mini,OpenAI,arc_agi_1,ARC-AGI-1,Reasoning,% correct,3.5,htt
 gpt-4.1-mini,GPT-4.1 mini,OpenAI,arc_agi_2,ARC-AGI-2,Reasoning,% correct,0.0,https://arcprize.org/leaderboard,leaderboard,verified,True,"{""effort"": ""n/a"", ""harness"": ""official (arcprize.org)"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""sampling"": ""pass@1 (single-pass)"", ""system_type"": ""Base LLM"", ""tools"": ""none""}",arcprize.org leaderboard audit: GPT-4.1-Mini Base LLM on leaderboard,0,True
 gpt-4.1-mini,GPT-4.1 mini,OpenAI,arena_hard,Arena-Hard Auto,Instruction Following,% win rate,28.2,https://github.com/lmarena/arena-hard-auto,leaderboard,verified,True,"""Arena-Hard-v2.0 Creative Writing, Ensemble GPT-4.1+Gemini-2.5-Pro judge""",,0,True
 gpt-4.1-mini,GPT-4.1 mini,OpenAI,bigcodebench,BigCodeBench,Coding,pass@1 %,48.9,https://bigcode-bench.github.io/,leaderboard,verified,True,"""BigCodeBench Complete Instruct pass@1""",,0,True
-gpt-4.1-mini,GPT-4.1 mini,OpenAI,browsecomp_long_context_128k,BrowseComp Long Context 128k,Long Context,%,89.0,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic""}",OpenAI GPT-5 dev blog: gpt-4.1-mini=89.0 (high reasoning effort).,0,True
-gpt-4.1-mini,GPT-4.1 mini,OpenAI,charxiv_descriptive,CharXiv Descriptive,Vision,%,88.4,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: gpt-4.1-mini=88.4.,0,True
-gpt-4.1-mini,GPT-4.1 mini,OpenAI,charxiv_reasoning,CharXiv Reasoning,Multimodal,% correct (no tools),56.8,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""with python tool (per OpenAI dev blog)"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""python tool""}",OpenAI GPT-5 dev blog: gpt-4.1-mini=56.8 (high reasoning effort).,0,True
+gpt-4.1-mini,GPT-4.1 mini,OpenAI,browsecomp_long_context_128k,BrowseComp Long Context 128k,Long Context,% accuracy,89.0,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic""}",OpenAI GPT-5 dev blog: gpt-4.1-mini=89.0 (high reasoning effort).,0,True
+gpt-4.1-mini,GPT-4.1 mini,OpenAI,charxiv_descriptive,CharXiv Descriptive,Vision,% accuracy,88.4,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: gpt-4.1-mini=88.4.,0,True
+gpt-4.1-mini,GPT-4.1 mini,OpenAI,charxiv_reasoning,CharXiv Reasoning,Multimodal,% accuracy,56.8,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""with python tool (per OpenAI dev blog)"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""python tool""}",OpenAI GPT-5 dev blog: gpt-4.1-mini=56.8 (high reasoning effort).,0,True
 gpt-4.1-mini,GPT-4.1 mini,OpenAI,collie,COLLIE,Instruction Following,%,54.6,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-5 dev blog: gpt-4.1-mini=54.6 (high reasoning effort).,0,True
 gpt-4.1-mini,GPT-4.1 mini,OpenAI,complexfuncbench,ComplexFuncBench,Tool Use,%,49.3,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic (function calling)""}",OpenAI GPT-4.1 blog: gpt-4.1-mini=49.3.,0,True
 gpt-4.1-mini,GPT-4.1 mini,OpenAI,erqa,ERQA,Vision,%,42.3,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-5 dev blog: gpt-4.1-mini=42.3 (high reasoning effort).,0,True
@@ -2367,7 +2367,7 @@ gpt-4.1-mini,GPT-4.1 mini,OpenAI,graphwalks_bfs_128k_plus,GraphWalks BFS >128k,L
 gpt-4.1-mini,GPT-4.1 mini,OpenAI,graphwalks_parents_0k_128k,GraphWalks parents 0-128K,Long Context,%,60.5,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-5 dev blog: gpt-4.1-mini=60.5 (high reasoning effort).,0,True
 gpt-4.1-mini,GPT-4.1 mini,OpenAI,graphwalks_parents_128k_plus,GraphWalks parents >128k,Long Context,%,11.0,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: gpt-4.1-mini=11.0.,0,False
 gpt-4.1-mini,GPT-4.1 mini,OpenAI,hle,HLE (Humanity's Last Exam),Reasoning,% correct,3.7,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-5 dev blog: gpt-4.1-mini=3.7 (high reasoning effort).,0,True
-gpt-4.1-mini,GPT-4.1 mini,OpenAI,hle_text,HLE Text,Search Agent,%,3.7,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""notes"": ""Per OpenAI GPT-5 dev blog. non-reasoning model."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=GPT-4.1 mini, slug=gpt-4.1-mini-2025-04-14, provider=OpenAI",0,True
+gpt-4.1-mini,GPT-4.1 mini,OpenAI,hle_text,HLE Text,Reasoning,%,3.7,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""notes"": ""Per OpenAI GPT-5 dev blog. non-reasoning model."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=GPT-4.1 mini, slug=gpt-4.1-mini-2025-04-14, provider=OpenAI",0,True
 gpt-4.1-mini,GPT-4.1 mini,OpenAI,hmmt_feb_2025,HMMT Feb 2025,Math,%,35.0,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-5 dev blog: gpt-4.1-mini=35.0 (high reasoning effort).,0,True
 gpt-4.1-mini,GPT-4.1 mini,OpenAI,humaneval,HumanEval,Coding,pass@1 %,90.0,https://www.helicone.ai/blog/gpt-4.1-full-developer-guide,,dropped,,,"DROPPED (R5h): random third-party blog/aggregator, no primary trail",0,False
 gpt-4.1-mini,GPT-4.1 mini,OpenAI,ifeval,IFEval,Instruction Following,% correct (prompt strict),84.1,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: gpt-4.1-mini=84.1.,0,True
@@ -2381,7 +2381,7 @@ gpt-4.1-mini,GPT-4.1 mini,OpenAI,mmmu,MMMU,Multimodal,% correct,72.7,https://ope
 gpt-4.1-mini,GPT-4.1 mini,OpenAI,mmmu_pro,MMMU-Pro,Multimodal,% correct,58.9,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""avg across standard and vision sets"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-5 dev blog: gpt-4.1-mini=58.9 (high reasoning effort).,0,True
 gpt-4.1-mini,GPT-4.1 mini,OpenAI,mrcr_v2_2needle_128k,"OpenAI MRCR v2 (2 needle, 128k)",Long Context,%,47.2,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: gpt-4.1-mini=47.2.,0,True
 gpt-4.1-mini,GPT-4.1 mini,OpenAI,mrcr_v2_2needle_1m,"OpenAI MRCR v2 (2 needle, 1M)",Long Context,%,33.3,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: gpt-4.1-mini=33.3.,0,False
-gpt-4.1-mini,GPT-4.1 mini,OpenAI,mt_aime_2024,MT-AIME2024,Math,,49.6,https://llm-stats.com/benchmarks/aime-2024,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""notes"": ""Per OpenAI GPT-5 dev blog. non-reasoning model."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=GPT-4.1 mini, slug=gpt-4.1-mini-2025-04-14, provider=OpenAI",0,True
+gpt-4.1-mini,GPT-4.1 mini,OpenAI,mt_aime_2024,MT-AIME2024,Math,%,49.6,https://llm-stats.com/benchmarks/aime-2024,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""notes"": ""Per OpenAI GPT-5 dev blog. non-reasoning model."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=GPT-4.1 mini, slug=gpt-4.1-mini-2025-04-14, provider=OpenAI",0,True
 gpt-4.1-mini,GPT-4.1 mini,OpenAI,multi_if,Multi-IF,Instruction Following,%,67.0,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: gpt-4.1-mini=67.0.,0,True
 gpt-4.1-mini,GPT-4.1 mini,OpenAI,multichallenge,MultiChallenge,Instruction Following,%,35.8,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: gpt-4.1-mini=35.8.,0,True
 gpt-4.1-mini,GPT-4.1 mini,OpenAI,multichallenge_o3mini_grader,MultiChallenge (o3-mini grader),Instruction Following,%,42.2,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-5 dev blog: gpt-4.1-mini=42.2 (high reasoning effort).,0,True
@@ -2401,9 +2401,9 @@ gpt-4.1-nano,GPT-4.1 nano,OpenAI,aime_2024,AIME 2024,Math,% correct (pass@1),29.
 gpt-4.1-nano,GPT-4.1 nano,OpenAI,arc_agi_1,ARC-AGI-1,Reasoning,% correct,0.0,https://arcprize.org/leaderboard,leaderboard,verified,True,"{""effort"": ""n/a"", ""harness"": ""official (arcprize.org)"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""sampling"": ""pass@1 (single-pass)"", ""system_type"": ""Base LLM"", ""tools"": ""none""}",arcprize.org leaderboard audit: GPT-4.1-Nano Base LLM on leaderboard,0,True
 gpt-4.1-nano,GPT-4.1 nano,OpenAI,arc_agi_2,ARC-AGI-2,Reasoning,% correct,0.0,https://arcprize.org/leaderboard,leaderboard,verified,True,"{""effort"": ""n/a"", ""harness"": ""official (arcprize.org)"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""sampling"": ""pass@1 (single-pass)"", ""system_type"": ""Base LLM"", ""tools"": ""none""}",arcprize.org leaderboard audit: GPT-4.1-Nano Base LLM on leaderboard,0,True
 gpt-4.1-nano,GPT-4.1 nano,OpenAI,arena_hard,Arena-Hard Auto,Instruction Following,% win rate,10.7,https://github.com/lmarena/arena-hard-auto,leaderboard,verified,True,"""Arena-Hard-v2.0 Creative Writing, Ensemble GPT-4.1+Gemini-2.5-Pro judge""",,0,True
-gpt-4.1-nano,GPT-4.1 nano,OpenAI,browsecomp_long_context_128k,BrowseComp Long Context 128k,Long Context,%,89.4,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic""}",OpenAI GPT-5 dev blog: gpt-4.1-nano=89.4 (high reasoning effort).,0,True
-gpt-4.1-nano,GPT-4.1 nano,OpenAI,charxiv_descriptive,CharXiv Descriptive,Vision,%,73.9,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: gpt-4.1-nano=73.9.,0,True
-gpt-4.1-nano,GPT-4.1 nano,OpenAI,charxiv_reasoning,CharXiv Reasoning,Multimodal,% correct (no tools),40.5,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""with python tool (per OpenAI dev blog)"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""python tool""}",OpenAI GPT-5 dev blog: gpt-4.1-nano=40.5 (high reasoning effort).,0,True
+gpt-4.1-nano,GPT-4.1 nano,OpenAI,browsecomp_long_context_128k,BrowseComp Long Context 128k,Long Context,% accuracy,89.4,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic""}",OpenAI GPT-5 dev blog: gpt-4.1-nano=89.4 (high reasoning effort).,0,True
+gpt-4.1-nano,GPT-4.1 nano,OpenAI,charxiv_descriptive,CharXiv Descriptive,Vision,% accuracy,73.9,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: gpt-4.1-nano=73.9.,0,True
+gpt-4.1-nano,GPT-4.1 nano,OpenAI,charxiv_reasoning,CharXiv Reasoning,Multimodal,% accuracy,40.5,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""with python tool (per OpenAI dev blog)"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""python tool""}",OpenAI GPT-5 dev blog: gpt-4.1-nano=40.5 (high reasoning effort).,0,True
 gpt-4.1-nano,GPT-4.1 nano,OpenAI,collie,COLLIE,Instruction Following,%,42.5,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-5 dev blog: gpt-4.1-nano=42.5 (high reasoning effort).,0,True
 gpt-4.1-nano,GPT-4.1 nano,OpenAI,complexfuncbench,ComplexFuncBench,Tool Use,%,5.7,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic (function calling)""}",OpenAI GPT-4.1 blog: gpt-4.1-nano=5.7.,0,True
 gpt-4.1-nano,GPT-4.1 nano,OpenAI,erqa,ERQA,Vision,%,26.5,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-5 dev blog: gpt-4.1-nano=26.5 (high reasoning effort).,0,True
@@ -2423,7 +2423,7 @@ gpt-4.1-nano,GPT-4.1 nano,OpenAI,mmmu,MMMU,Multimodal,% correct,55.4,https://ope
 gpt-4.1-nano,GPT-4.1 nano,OpenAI,mmmu_pro,MMMU-Pro,Multimodal,% correct,33.0,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""avg across standard and vision sets"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-5 dev blog: gpt-4.1-nano=33.0 (high reasoning effort).,0,True
 gpt-4.1-nano,GPT-4.1 nano,OpenAI,mrcr_v2_2needle_128k,"OpenAI MRCR v2 (2 needle, 128k)",Long Context,%,36.6,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: gpt-4.1-nano=36.6.,0,True
 gpt-4.1-nano,GPT-4.1 nano,OpenAI,mrcr_v2_2needle_1m,"OpenAI MRCR v2 (2 needle, 1M)",Long Context,%,12.0,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: gpt-4.1-nano=12.0.,0,False
-gpt-4.1-nano,GPT-4.1 nano,OpenAI,mt_aime_2024,MT-AIME2024,Math,,29.4,https://llm-stats.com/benchmarks/aime-2024,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""notes"": ""Per OpenAI GPT-5 dev blog. non-reasoning model."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=GPT-4.1 nano, slug=gpt-4.1-nano-2025-04-14, provider=OpenAI",0,True
+gpt-4.1-nano,GPT-4.1 nano,OpenAI,mt_aime_2024,MT-AIME2024,Math,%,29.4,https://llm-stats.com/benchmarks/aime-2024,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""notes"": ""Per OpenAI GPT-5 dev blog. non-reasoning model."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=GPT-4.1 nano, slug=gpt-4.1-nano-2025-04-14, provider=OpenAI",0,True
 gpt-4.1-nano,GPT-4.1 nano,OpenAI,multi_if,Multi-IF,Instruction Following,%,57.2,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: gpt-4.1-nano=57.2.,0,True
 gpt-4.1-nano,GPT-4.1 nano,OpenAI,multichallenge,MultiChallenge,Instruction Following,%,15.0,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: gpt-4.1-nano=15.0.,0,True
 gpt-4.1-nano,GPT-4.1 nano,OpenAI,multichallenge_o3mini_grader,MultiChallenge (o3-mini grader),Instruction Following,%,31.1,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-5 dev blog: gpt-4.1-nano=31.1 (high reasoning effort).,0,True
@@ -2440,8 +2440,8 @@ gpt-4.5,GPT-4.5,OpenAI,aime_2024,AIME 2024,Math,% correct (pass@1),36.7,https://
 gpt-4.5,GPT-4.5,OpenAI,arc_agi_1,ARC-AGI-1,Reasoning,% correct,10.3,https://arcprize.org/leaderboard,leaderboard,verified,True,"{""effort"": ""n/a"", ""harness"": ""official (arcprize.org)"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""sampling"": ""pass@1 (single-pass)"", ""system_type"": ""Base LLM"", ""tools"": ""none""}",arcprize.org leaderboard audit: GPT-4.5 Base LLM on leaderboard,0,True
 gpt-4.5,GPT-4.5,OpenAI,arc_agi_2,ARC-AGI-2,Reasoning,% correct,0.8,https://arcprize.org/leaderboard,leaderboard,verified,True,"{""effort"": ""n/a"", ""harness"": ""official (arcprize.org)"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""sampling"": ""pass@1 (single-pass)"", ""system_type"": ""Base LLM"", ""tools"": ""none""}",arcprize.org leaderboard audit: GPT-4.5 Base LLM on leaderboard,0,True
 gpt-4.5,GPT-4.5,OpenAI,arena_hard,Arena-Hard Auto,Instruction Following,% win rate,51.4,https://github.com/lmarena/arena-hard-auto,leaderboard,verified,True,"""Arena-Hard-v2.0 Creative Writing, Ensemble GPT-4.1+Gemini-2.5-Pro judge""",,0,True
-gpt-4.5,GPT-4.5,OpenAI,charxiv_descriptive,CharXiv Descriptive,Vision,%,90.0,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: gpt-4.5=90.0.,0,True
-gpt-4.5,GPT-4.5,OpenAI,charxiv_reasoning,CharXiv Reasoning,Multimodal,% correct (no tools),55.4,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: gpt-4.5=55.4.,0,True
+gpt-4.5,GPT-4.5,OpenAI,charxiv_descriptive,CharXiv Descriptive,Vision,% accuracy,90.0,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: gpt-4.5=90.0.,0,True
+gpt-4.5,GPT-4.5,OpenAI,charxiv_reasoning,CharXiv Reasoning,Multimodal,% accuracy,55.4,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: gpt-4.5=55.4.,0,True
 gpt-4.5,GPT-4.5,OpenAI,collie,COLLIE,Instruction Following,%,72.3,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: gpt-4.5=72.3.,0,True
 gpt-4.5,GPT-4.5,OpenAI,complexfuncbench,ComplexFuncBench,Tool Use,%,63.0,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic (function calling)""}",OpenAI GPT-4.1 blog: gpt-4.5=63.0.,0,True
 gpt-4.5,GPT-4.5,OpenAI,gpqa_diamond,GPQA Diamond,Science,% correct,69.5,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: gpt-4.5=69.5.,0,True
@@ -2458,7 +2458,7 @@ gpt-4.5,GPT-4.5,OpenAI,mmlu_pro,MMLU-Pro,Knowledge,% correct,74.3,https://www.he
 gpt-4.5,GPT-4.5,OpenAI,mmmlu,MMMLU,Knowledge,% correct,85.1,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: gpt-4.5=85.1.,0,True
 gpt-4.5,GPT-4.5,OpenAI,mmmu,MMMU,Multimodal,% correct,75.2,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: gpt-4.5=75.2.,1,True
 gpt-4.5,GPT-4.5,OpenAI,mrcr_v2_2needle_128k,"OpenAI MRCR v2 (2 needle, 128k)",Long Context,%,38.5,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: gpt-4.5=38.5.,0,True
-gpt-4.5,GPT-4.5,OpenAI,mt_aime_2024,MT-AIME2024,Math,,36.7,https://llm-stats.com/benchmarks/aime-2024,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""notes"": ""Per OpenAI GPT-4.1 blog table."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=GPT-4.5, slug=gpt-4.5, provider=OpenAI",0,True
+gpt-4.5,GPT-4.5,OpenAI,mt_aime_2024,MT-AIME2024,Math,%,36.7,https://llm-stats.com/benchmarks/aime-2024,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""notes"": ""Per OpenAI GPT-4.1 blog table."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=GPT-4.5, slug=gpt-4.5, provider=OpenAI",0,True
 gpt-4.5,GPT-4.5,OpenAI,multi_if,Multi-IF,Instruction Following,%,70.8,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: gpt-4.5=70.8.,0,True
 gpt-4.5,GPT-4.5,OpenAI,multichallenge,MultiChallenge,Instruction Following,%,43.8,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: gpt-4.5=43.8.,0,True
 gpt-4.5,GPT-4.5,OpenAI,multichallenge_o3mini_grader,MultiChallenge (o3-mini grader),Instruction Following,%,50.1,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: gpt-4.5=50.1.,0,True
@@ -2475,8 +2475,8 @@ gpt-4o,GPT-4o (2024-11-20),OpenAI,arc_agi_1,ARC-AGI-1,Reasoning,% correct,4.5,ht
 gpt-4o,GPT-4o (2024-11-20),OpenAI,arc_agi_2,ARC-AGI-2,Reasoning,% correct,0.0,https://arcprize.org/leaderboard,leaderboard,verified,True,"{""effort"": ""n/a"", ""harness"": ""official (arcprize.org)"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""sampling"": ""pass@1 (single-pass)"", ""system_type"": ""Base LLM"", ""tools"": ""none""}",arcprize.org leaderboard audit R5b: GPT-4o Base LLM on leaderboard,0,True
 gpt-4o,GPT-4o (2024-11-20),OpenAI,arena_hard,Arena-Hard Auto,Instruction Following,% win rate,95.4,https://mistral.ai/news/mistral-medium-3,official_blog,verified,False,"{""effort"": ""n/a"", ""harness"": ""mistral-eval"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""0-shot"", ""sampling"": ""pass@1"", ""temperature"": ""0.0"", ""tools"": ""none""}",Mistral Medium 3 blog table: 95.4. Third-party self-test by Mistral (their internal eval pipeline).,0,True
 gpt-4o,GPT-4o (2024-11-20),OpenAI,chartqa,ChartQA,Multimodal,%,86.0,https://mistral.ai/news/mistral-medium-3,official_blog,verified,False,"{""effort"": ""n/a"", ""harness"": ""mistral-eval"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""0-shot"", ""sampling"": ""pass@1"", ""temperature"": ""0.0"", ""tools"": ""none""}",Mistral Medium 3 blog table: 86.0. Third-party self-test by Mistral (their internal eval pipeline).,0,False
-gpt-4o,GPT-4o (2024-11-20),OpenAI,charxiv_descriptive,CharXiv Descriptive,Vision,%,85.3,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: gpt-4o=85.3.,0,True
-gpt-4o,GPT-4o (2024-11-20),OpenAI,charxiv_reasoning,CharXiv Reasoning,Multimodal,% correct (no tools),52.7,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: gpt-4o=52.7.,0,True
+gpt-4o,GPT-4o (2024-11-20),OpenAI,charxiv_descriptive,CharXiv Descriptive,Vision,% accuracy,85.3,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: gpt-4o=85.3.,0,True
+gpt-4o,GPT-4o (2024-11-20),OpenAI,charxiv_reasoning,CharXiv Reasoning,Multimodal,% accuracy,52.7,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: gpt-4o=52.7.,0,True
 gpt-4o,GPT-4o (2024-11-20),OpenAI,collie,COLLIE,Instruction Following,%,50.2,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: gpt-4o=50.2.,0,True
 gpt-4o,GPT-4o (2024-11-20),OpenAI,complexfuncbench,ComplexFuncBench,Tool Use,%,66.5,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic (function calling)""}",OpenAI GPT-4.1 blog: gpt-4o=66.5.,0,True
 gpt-4o,GPT-4o (2024-11-20),OpenAI,docvqa,DocVQA,Multimodal,%,85.9,https://mistral.ai/news/mistral-medium-3,official_blog,verified,False,"{""effort"": ""n/a"", ""harness"": ""mistral-eval"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""0-shot"", ""sampling"": ""pass@1"", ""temperature"": ""0.0"", ""tools"": ""none""}",Mistral Medium 3 blog table: 85.9. Third-party self-test by Mistral (their internal eval pipeline).,0,False
@@ -2488,7 +2488,7 @@ gpt-4o,GPT-4o (2024-11-20),OpenAI,gpqa_main,GPQA Main (full set),Science,,70.1,h
 gpt-4o,GPT-4o (2024-11-20),OpenAI,graphwalks_bfs_0k_128k,GraphWalks BFS 0-128K,Long Context,%,41.7,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: gpt-4o=41.7.,0,True
 gpt-4o,GPT-4o (2024-11-20),OpenAI,graphwalks_parents_0k_128k,GraphWalks parents 0-128K,Long Context,%,35.4,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: gpt-4o=35.4.,0,True
 gpt-4o,GPT-4o (2024-11-20),OpenAI,hle,HLE (Humanity's Last Exam),Reasoning,% correct,5.3,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""notes"": ""Per OpenAI GPT-4.1 blog table."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=GPT-4o, slug=gpt-4o-2024-08-06, provider=OpenAI",0,True
-gpt-4o,GPT-4o (2024-11-20),OpenAI,hle_text,HLE Text,Search Agent,%,5.3,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""notes"": ""Per OpenAI GPT-4.1 blog table."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=GPT-4o, slug=gpt-4o-2024-08-06, provider=OpenAI",0,True
+gpt-4o,GPT-4o (2024-11-20),OpenAI,hle_text,HLE Text,Reasoning,%,5.3,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""notes"": ""Per OpenAI GPT-4.1 blog table."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=GPT-4o, slug=gpt-4o-2024-08-06, provider=OpenAI",0,True
 gpt-4o,GPT-4o (2024-11-20),OpenAI,humaneval,HumanEval,Coding,pass@1 %,91.5,https://mistral.ai/news/mistral-medium-3,official_blog,verified,False,"{""effort"": ""n/a"", ""harness"": ""mistral-eval"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""0-shot"", ""sampling"": ""pass@1"", ""temperature"": ""0.0"", ""tools"": ""none""}",Mistral Medium 3 blog table: 91.5. Third-party self-test by Mistral (their internal eval pipeline).,0,True
 gpt-4o,GPT-4o (2024-11-20),OpenAI,ifeval,IFEval,Instruction Following,% correct (prompt strict),81.0,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: gpt-4o=81.0.,1,True
 gpt-4o,GPT-4o (2024-11-20),OpenAI,internal_api_if_hard,Internal API IF Hard,Instruction Following,%,29.2,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: gpt-4o=29.2.,0,True
@@ -2496,14 +2496,14 @@ gpt-4o,GPT-4o (2024-11-20),OpenAI,livecodebench_v6,LiveCodeBench v6,Coding,%,31.
 gpt-4o,GPT-4o (2024-11-20),OpenAI,math,MATH,Math,,76.6,https://llm-stats.com/benchmarks/math,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""notes"": ""Per OpenAI GPT-4.1 blog table."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=GPT-4o, slug=gpt-4o-2024-05-13, provider=OpenAI",0,True
 gpt-4o,GPT-4o (2024-11-20),OpenAI,math_500,MATH-500,Math,% correct,76.4,https://mistral.ai/news/mistral-medium-3,official_blog,verified,False,"{""effort"": ""n/a"", ""harness"": ""mistral-eval"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""0-shot"", ""sampling"": ""pass@1"", ""temperature"": ""0.0"", ""tools"": ""none""}",Mistral Medium 3 blog table: 76.4. Third-party self-test by Mistral (their internal eval pipeline).,0,True
 gpt-4o,GPT-4o (2024-11-20),OpenAI,mathvista,MathVista,Math/Vision,%,61.4,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: gpt-4o=61.4.,0,True
-gpt-4o,GPT-4o (2024-11-20),OpenAI,mgsm,MGSM,Math,%,90.5,https://llm-stats.com/benchmarks/mgsm,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""notes"": ""Per OpenAI GPT-4.1 blog table."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=GPT-4o, slug=gpt-4o-2024-05-13, provider=OpenAI",0,True
+gpt-4o,GPT-4o (2024-11-20),OpenAI,mgsm,MGSM,Math,exact match (%),90.5,https://llm-stats.com/benchmarks/mgsm,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""notes"": ""Per OpenAI GPT-4.1 blog table."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=GPT-4o, slug=gpt-4o-2024-05-13, provider=OpenAI",0,True
 gpt-4o,GPT-4o (2024-11-20),OpenAI,mmlu,MMLU,Knowledge,% correct,85.7,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: gpt-4o=85.7.,0,False
 gpt-4o,GPT-4o (2024-11-20),OpenAI,mmlu_pro,MMLU-Pro,Knowledge,% correct,75.8,https://mistral.ai/news/mistral-medium-3,official_blog,verified,False,"{""effort"": ""n/a"", ""harness"": ""mistral-eval"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""5-shot CoT"", ""sampling"": ""pass@1"", ""temperature"": ""0.0"", ""tools"": ""none""}",Mistral Medium 3 blog table: 75.8. Third-party self-test by Mistral (their internal eval pipeline).,0,True
 gpt-4o,GPT-4o (2024-11-20),OpenAI,mmmlu,MMMLU,Knowledge,% correct,81.4,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: gpt-4o=81.4.,1,True
 gpt-4o,GPT-4o (2024-11-20),OpenAI,mmmu,MMMU,Multimodal,% correct,68.7,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: gpt-4o=68.7.,1,True
 gpt-4o,GPT-4o (2024-11-20),OpenAI,mmmu_pro,MMMU-Pro,Multimodal,% correct,59.9,https://llm-stats.com/benchmarks/mmmu-pro,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""notes"": ""Per OpenAI GPT-4.1 blog table."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=GPT-4o, slug=gpt-4o-2024-08-06, provider=OpenAI",0,True
 gpt-4o,GPT-4o (2024-11-20),OpenAI,mrcr_v2_2needle_128k,"OpenAI MRCR v2 (2 needle, 128k)",Long Context,%,31.9,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: gpt-4o=31.9.,0,True
-gpt-4o,GPT-4o (2024-11-20),OpenAI,mt_aime_2024,MT-AIME2024,Math,,13.1,https://llm-stats.com/benchmarks/aime-2024,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""notes"": ""Per OpenAI GPT-4.1 blog table."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=GPT-4o, slug=gpt-4o-2024-08-06, provider=OpenAI",0,True
+gpt-4o,GPT-4o (2024-11-20),OpenAI,mt_aime_2024,MT-AIME2024,Math,%,13.1,https://llm-stats.com/benchmarks/aime-2024,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""notes"": ""Per OpenAI GPT-4.1 blog table."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=GPT-4o, slug=gpt-4o-2024-08-06, provider=OpenAI",0,True
 gpt-4o,GPT-4o (2024-11-20),OpenAI,multi_if,Multi-IF,Instruction Following,%,60.9,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: gpt-4o=60.9.,0,True
 gpt-4o,GPT-4o (2024-11-20),OpenAI,multichallenge,MultiChallenge,Instruction Following,%,27.8,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: gpt-4o=27.8.,0,True
 gpt-4o,GPT-4o (2024-11-20),OpenAI,multichallenge_o3mini_grader,MultiChallenge (o3-mini grader),Instruction Following,%,39.9,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: gpt-4o=39.9.,0,True
@@ -2528,7 +2528,7 @@ gpt-4o-0513,GPT-4o (2024-05-13),OpenAI,cnmo_2024,CNMO 2024,Math,%,10.8,https://a
 gpt-4o-0513,GPT-4o (2024-05-13),OpenAI,codeforces_rating,Codeforces Rating,Coding,Elo rating,759.0,https://arxiv.org/abs/2501.12948,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek R1 paper Table 15: gpt-4o-0513=759.,0,True
 gpt-4o-0513,GPT-4o (2024-05-13),OpenAI,drop,DROP,Reasoning,%,83.7,https://arxiv.org/abs/2412.19437,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3 paper Table 6: gpt-4o-0513=83.7.,1,True
 gpt-4o-0513,GPT-4o (2024-05-13),OpenAI,flenqa_3k,FlenQA (3K-token),Long Context,,90.8,https://arxiv.org/abs/2504.21318,tech_report,verified,False,"{""effort"": ""unknown"", ""harness"": ""Microsoft Phi internal eval"", ""judge"": ""rule-based"", ""mode"": ""unknown"", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}",Phi-4-reasoning paper Table 2 (gpt-4o-0513 column): flenqa_3k=90.8,0,False
-gpt-4o-0513,GPT-4o (2024-05-13),OpenAI,frames,Frames,Agentic search,,80.5,https://arxiv.org/abs/2412.19437,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3 paper Table 6: gpt-4o-0513=80.5.,0,True
+gpt-4o-0513,GPT-4o (2024-05-13),OpenAI,frames,Frames,Agentic search,%,80.5,https://arxiv.org/abs/2412.19437,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3 paper Table 6: gpt-4o-0513=80.5.,0,True
 gpt-4o-0513,GPT-4o (2024-05-13),OpenAI,gpqa_diamond,GPQA Diamond,Science,% correct,49.9,https://arxiv.org/abs/2412.19437,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3 paper Table 6: gpt-4o-0513=49.9.,1,True
 gpt-4o-0513,GPT-4o (2024-05-13),OpenAI,gpqa_main,GPQA Main (full set),Science,,59.1,https://cohere.com/research/papers/command-a-technical-report.pdf,tech_report,verified,False,"{""effort"": ""n/a"", ""harness"": ""Cohere internal eval"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","Command A paper (gpt-4o-0513 column): gpqa=59.1. Third-party Cohere reproduction, mc=false.",1,True
 gpt-4o-0513,GPT-4o (2024-05-13),OpenAI,humaneval,HumanEval,Coding,pass@1 %,80.5,https://arxiv.org/abs/2412.19437,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3 paper Table 6: gpt-4o-0513=80.5.,1,True
@@ -2541,7 +2541,7 @@ gpt-4o-0513,GPT-4o (2024-05-13),OpenAI,longbench_v2,LongBench-V2,Long Context,%,
 gpt-4o-0513,GPT-4o (2024-05-13),OpenAI,math,MATH,Math,,70.2,https://cohere.com/research/papers/command-a-technical-report.pdf,tech_report,verified,False,"{""effort"": ""n/a"", ""harness"": ""Cohere internal eval"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","Command A paper (gpt-4o-0513 column): math=70.2. Third-party Cohere reproduction, mc=false.",0,True
 gpt-4o-0513,GPT-4o (2024-05-13),OpenAI,math_500,MATH-500,Math,% correct,74.6,https://arxiv.org/abs/2412.19437,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3 paper Table 6: gpt-4o-0513=74.6.,0,True
 gpt-4o-0513,GPT-4o (2024-05-13),OpenAI,mbpp_plus,MBPP+,Coding,,89.9,https://cohere.com/research/papers/command-a-technical-report.pdf,tech_report,verified,False,"{""effort"": ""n/a"", ""harness"": ""Cohere internal eval"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","Command A paper (gpt-4o-0513 column): mbpp_plus=89.9. Third-party Cohere reproduction, mc=false.",0,True
-gpt-4o-0513,GPT-4o (2024-05-13),OpenAI,mgsm,MGSM,Math,%,90.4,https://arxiv.org/abs/2412.08905,tech_report,verified,False,"{""effort"": ""unknown"", ""harness"": ""Microsoft Phi internal eval"", ""judge"": ""rule-based"", ""mode"": ""unknown"", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}",Phi-4 paper Table 1 (gpt-4o-0513 column): mgsm=90.4,0,True
+gpt-4o-0513,GPT-4o (2024-05-13),OpenAI,mgsm,MGSM,Math,exact match (%),90.4,https://arxiv.org/abs/2412.08905,tech_report,verified,False,"{""effort"": ""unknown"", ""harness"": ""Microsoft Phi internal eval"", ""judge"": ""rule-based"", ""mode"": ""unknown"", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}",Phi-4 paper Table 1 (gpt-4o-0513 column): mgsm=90.4,0,True
 gpt-4o-0513,GPT-4o (2024-05-13),OpenAI,mmlu,MMLU,Knowledge,% correct,87.2,https://arxiv.org/abs/2412.19437,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3 paper Table 6: gpt-4o-0513=87.2.,3,False
 gpt-4o-0513,GPT-4o (2024-05-13),OpenAI,mmlu_pro,MMLU-Pro,Knowledge,% correct,72.6,https://arxiv.org/abs/2412.19437,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3 paper Table 6: gpt-4o-0513=72.6.,3,True
 gpt-4o-0513,GPT-4o (2024-05-13),OpenAI,mmlu_redux,MMLU-Redux,Knowledge,,88.0,https://arxiv.org/abs/2412.19437,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3 paper Table 6: gpt-4o-0513=88.0.,0,False
@@ -2558,8 +2558,8 @@ gpt-4o-mini,GPT-4o mini,OpenAI,alpacaeval_2,AlpacaEval 2.0 (LC-winrate),Chat,%,4
 gpt-4o-mini,GPT-4o mini,OpenAI,arc_agi_2,ARC-AGI-2,Reasoning,% correct,0.0,https://arcprize.org/leaderboard,leaderboard,verified,True,"{""effort"": ""n/a"", ""harness"": ""official (arcprize.org)"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""sampling"": ""pass@1 (single-pass)"", ""system_type"": ""Base LLM"", ""tools"": ""none""}",arcprize.org leaderboard audit R5b: GPT-4o-mini Base LLM on leaderboard (arc_agi_1 N/A),0,True
 gpt-4o-mini,GPT-4o mini,OpenAI,arena_hard,Arena-Hard Auto,Instruction Following,% win rate,76.2,https://arxiv.org/abs/2412.08905,tech_report,verified,False,"{""effort"": ""unknown"", ""harness"": ""Microsoft Phi internal eval"", ""judge"": ""rule-based"", ""mode"": ""unknown"", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}",Phi-4 paper Table 1 (gpt-4o-mini column): arena_hard=76.2,0,True
 gpt-4o-mini,GPT-4o mini,OpenAI,bigbench_hard,BigBench Hard (BBH),Reasoning,,65.9,https://arxiv.org/abs/2501.00656,tech_report,verified,False,"{""effort"": ""n/a"", ""harness"": ""OLMES"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","OLMo 2 paper Table 7 Instruct (gpt-4o-mini column): bigbench_hard=65.9. Third-party Allen AI self-test, mc=false.",0,True
-gpt-4o-mini,GPT-4o mini,OpenAI,charxiv_descriptive,CharXiv Descriptive,Vision,%,76.6,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: gpt-4o-mini=76.6.,0,True
-gpt-4o-mini,GPT-4o mini,OpenAI,charxiv_reasoning,CharXiv Reasoning,Multimodal,% correct (no tools),36.8,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: gpt-4o-mini=36.8.,0,True
+gpt-4o-mini,GPT-4o mini,OpenAI,charxiv_descriptive,CharXiv Descriptive,Vision,% accuracy,76.6,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: gpt-4o-mini=76.6.,0,True
+gpt-4o-mini,GPT-4o mini,OpenAI,charxiv_reasoning,CharXiv Reasoning,Multimodal,% accuracy,36.8,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: gpt-4o-mini=36.8.,0,True
 gpt-4o-mini,GPT-4o mini,OpenAI,collie,COLLIE,Instruction Following,%,52.7,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: gpt-4o-mini=52.7.,0,True
 gpt-4o-mini,GPT-4o mini,OpenAI,complexfuncbench,ComplexFuncBench,Tool Use,%,38.6,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic (function calling)""}",OpenAI GPT-4.1 blog: gpt-4o-mini=38.6.,0,True
 gpt-4o-mini,GPT-4o mini,OpenAI,drop,DROP,Reasoning,%,79.3,https://arxiv.org/abs/2412.08905,tech_report,verified,False,"{""effort"": ""unknown"", ""harness"": ""Microsoft Phi internal eval"", ""judge"": ""rule-based"", ""mode"": ""unknown"", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}",Phi-4 paper Table 1 (gpt-4o-mini column): drop=79.3,1,True
@@ -2576,7 +2576,7 @@ gpt-4o-mini,GPT-4o mini,OpenAI,livebench,LiveBench,Composite,overall score,48.1,
 gpt-4o-mini,GPT-4o mini,OpenAI,math,MATH,Math,,67.9,https://arxiv.org/abs/2501.00656,tech_report,verified,False,"{""effort"": ""n/a"", ""harness"": ""OLMES"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","OLMo 2 paper Table 7 Instruct (gpt-4o-mini column): math=67.9. Third-party Allen AI self-test, mc=false.",0,True
 gpt-4o-mini,GPT-4o mini,OpenAI,math_500,MATH-500,Math,% correct,73.0,https://arxiv.org/abs/2412.08905,tech_report,verified,False,"{""effort"": ""unknown"", ""harness"": ""Microsoft Phi internal eval"", ""judge"": ""rule-based"", ""mode"": ""unknown"", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}",Phi-4 paper Table 1 (gpt-4o-mini column): math_500=73.0,0,True
 gpt-4o-mini,GPT-4o mini,OpenAI,mathvista,MathVista,Math/Vision,%,56.5,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: gpt-4o-mini=56.5.,0,True
-gpt-4o-mini,GPT-4o mini,OpenAI,mgsm,MGSM,Math,%,86.5,https://arxiv.org/abs/2412.08905,tech_report,verified,False,"{""effort"": ""unknown"", ""harness"": ""Microsoft Phi internal eval"", ""judge"": ""rule-based"", ""mode"": ""unknown"", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}",Phi-4 paper Table 1 (gpt-4o-mini column): mgsm=86.5,0,True
+gpt-4o-mini,GPT-4o mini,OpenAI,mgsm,MGSM,Math,exact match (%),86.5,https://arxiv.org/abs/2412.08905,tech_report,verified,False,"{""effort"": ""unknown"", ""harness"": ""Microsoft Phi internal eval"", ""judge"": ""rule-based"", ""mode"": ""unknown"", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}",Phi-4 paper Table 1 (gpt-4o-mini column): mgsm=86.5,0,True
 gpt-4o-mini,GPT-4o mini,OpenAI,mmlu,MMLU,Knowledge,% correct,82.0,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: gpt-4o-mini=82.0.,2,False
 gpt-4o-mini,GPT-4o mini,OpenAI,mmlu_pro,MMLU-Pro,Knowledge,% correct,63.4,https://arxiv.org/abs/2412.08905,tech_report,verified,False,"{""effort"": ""unknown"", ""harness"": ""Microsoft Phi internal eval"", ""judge"": ""rule-based"", ""mode"": ""unknown"", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}",Phi-4 paper Table 1 (gpt-4o-mini column): mmlu_pro=63.4,0,True
 gpt-4o-mini,GPT-4o mini,OpenAI,mmmlu,MMMLU,Knowledge,% correct,70.5,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: gpt-4o-mini=70.5.,0,True
@@ -2602,12 +2602,12 @@ gpt-5,GPT-5,OpenAI,arc_agi_1,ARC-AGI-1,Reasoning,% correct,65.7,https://arcprize
 gpt-5,GPT-5,OpenAI,arc_agi_2,ARC-AGI-2,Reasoning,% correct,9.9,https://arcprize.org/leaderboard,leaderboard,verified,True,"{""effort"": ""high"", ""harness"": ""official (arcprize.org)"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""sampling"": ""pass@1 (single-pass)"", ""system_type"": ""CoT"", ""tools"": ""none""}",arcprize.org leaderboard audit: GPT-5 (High) on leaderboard,0,True
 gpt-5,GPT-5,OpenAI,artifactsbench,ArtifactsBench,Coding,%,73.0,https://huggingface.co/MiniMaxAI/MiniMax-M2,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic""}",MiniMax M2 model card: gpt-5=73.,0,True
 gpt-5,GPT-5,OpenAI,browsecomp,BrowseComp,Agentic,% correct,54.9,https://huggingface.co/deepseek-ai/DeepSeek-V3.2/resolve/main/assets/paper.pdf,tech_report,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic""}",DeepSeek V3.2 tech report Table 2: gpt-5=54.9.,0,True
-gpt-5,GPT-5,OpenAI,browsecomp_long_context_128k,BrowseComp Long Context 128k,Long Context,%,90.0,https://openai.com/index/gpt-5-1-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official with apply_patch"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic""}",OpenAI GPT-5.1 dev blog (cross-model column): GPT-5 = 90.0.,0,True
+gpt-5,GPT-5,OpenAI,browsecomp_long_context_128k,BrowseComp Long Context 128k,Long Context,% accuracy,90.0,https://openai.com/index/gpt-5-1-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official with apply_patch"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic""}",OpenAI GPT-5.1 dev blog (cross-model column): GPT-5 = 90.0.,0,True
 gpt-5,GPT-5,OpenAI,browsecomp_long_context_256k,BrowseComp Long Context 256k,Long Context,,88.8,https://llm-stats.com/benchmarks/browsecomp-long-256k,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per OpenAI GPT-5 dev blog. high reasoning effort."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=GPT-5, slug=gpt-5-2025-08-07, provider=OpenAI",0,False
 gpt-5,GPT-5,OpenAI,browsecomp_zh,BrowseComp-ZH,Agentic search,,63.0,https://z.ai/blog/glm-4.7,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic""}",GLM-4.7 blog: gpt-5=63.0.,1,True
 gpt-5,GPT-5,OpenAI,brumo_2025,BRUMO 2025,Math,% correct (pass@1),91.67,https://matharena.ai/?comp=brumo--brumo_2025,leaderboard,verified,True,"""reasoning_effort:high""",,0,True
 gpt-5,GPT-5,OpenAI,bullshit_pushback,Bullshit-Bench (Clear Pushback),Behavior,% clear pushback,21.82,https://github.com/petergpt/bullshit-benchmark/tree/main/data/latest,leaderboard,verified,True,"""leaderboard.csv green_rate×100; reasoning=default""",,0,True
-gpt-5,GPT-5,OpenAI,charxiv_reasoning,CharXiv Reasoning,Multimodal,% correct (no tools),81.1,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""with python tool (per OpenAI dev blog)"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""python tool""}",OpenAI GPT-5 dev blog: gpt-5=81.1 (high reasoning effort).,0,True
+gpt-5,GPT-5,OpenAI,charxiv_reasoning,CharXiv Reasoning,Multimodal,% accuracy,81.1,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""with python tool (per OpenAI dev blog)"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""python tool""}",OpenAI GPT-5 dev blog: gpt-5=81.1 (high reasoning effort).,0,True
 gpt-5,GPT-5,OpenAI,chatbot_arena_elo,Chatbot Arena Elo,Human Preference,Elo rating,1460.0,https://lmarena.ai/,,needs_review,,,,0,False
 gpt-5,GPT-5,OpenAI,cmimc_2025,CMIMC 2025,Math,% correct (pass@1),90.0,https://matharena.ai/?comp=cmimc--cmimc_2025,leaderboard,verified,True,"""reasoning_effort:high""",,0,True
 gpt-5,GPT-5,OpenAI,codeforces_rating,Codeforces Rating,Coding,Elo rating,2537.0,https://huggingface.co/deepseek-ai/DeepSeek-V3.2/resolve/main/assets/paper.pdf,tech_report,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3.2 tech report Table 2: gpt-5=2537.,0,True
@@ -2626,7 +2626,7 @@ gpt-5,GPT-5,OpenAI,graphwalks_parents_0k_128k,GraphWalks parents 0-128K,Long Con
 gpt-5,GPT-5,OpenAI,healthbench,HealthBench,Knowledge,%,67.2,https://huggingface.co/moonshotai/Kimi-K2-Thinking,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",Kimi K2-Thinking model card: gpt-5=67.2.,0,True
 gpt-5,GPT-5,OpenAI,healthbench_hard,HealthBench Hard,Health,,1.6,https://llm-stats.com/benchmarks/healthbench-hard,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per OpenAI GPT-5 dev blog. high reasoning effort."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=GPT-5, slug=gpt-5-2025-08-07, provider=OpenAI",0,False
 gpt-5,GPT-5,OpenAI,hle,HLE (Humanity's Last Exam),Reasoning,% correct,24.8,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-5 dev blog: gpt-5=24.8 (high reasoning effort).,3,True
-gpt-5,GPT-5,OpenAI,hle_text,HLE Text,Search Agent,%,24.8,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per OpenAI GPT-5 dev blog. high reasoning effort."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=GPT-5, slug=gpt-5-2025-08-07, provider=OpenAI",0,True
+gpt-5,GPT-5,OpenAI,hle_text,HLE Text,Reasoning,%,24.8,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per OpenAI GPT-5 dev blog. high reasoning effort."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=GPT-5, slug=gpt-5-2025-08-07, provider=OpenAI",0,True
 gpt-5,GPT-5,OpenAI,hmmt_feb_2025,HMMT Feb 2025,Math,%,88.3,https://huggingface.co/deepseek-ai/DeepSeek-V3.2/resolve/main/assets/paper.pdf,tech_report,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3.2 tech report Table 2: gpt-5=88.3.,3,True
 gpt-5,GPT-5,OpenAI,hmmt_nov_2025,HMMT Nov 2025,Math,% correct,89.2,https://huggingface.co/deepseek-ai/DeepSeek-V3.2/resolve/main/assets/paper.pdf,tech_report,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3.2 tech report Table 2: gpt-5=89.2.,0,True
 gpt-5,GPT-5,OpenAI,humaneval,HumanEval,Coding,pass@1 %,94.0,https://cdn.openai.com/gpt-5-system-card.pdf,,dropped,,,,0,False
@@ -2644,7 +2644,7 @@ gpt-5,GPT-5,OpenAI,longform_writing,Longform Writing,Writing,%,71.4,https://hugg
 gpt-5,GPT-5,OpenAI,math,MATH,Math,,84.7,https://llm-stats.com/benchmarks/math,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per OpenAI GPT-5 dev blog. high reasoning effort."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=GPT-5, slug=gpt-5-2025-08-07, provider=OpenAI",0,True
 gpt-5,GPT-5,OpenAI,math_500,MATH-500,Math,% correct,99.4,https://artificialanalysis.ai/evaluations/math-500,third_party,verified,,"{""effort"": ""high (AA default)"", ""harness"": ""AA standard evaluation"", ""mode"": ""thinking"", ""notes"": ""Per AA evaluations/math-500: gpt-5 math_500=99.4%"", ""sampling"": ""pass@1""}","ArtificialAnalysis aggregator; used as fallback when no primary source available (R5d-aggregator-fallback). AA MATH-500 eval page: gpt-5 math_500=0.994 → 99.4%. AA slug: gpt-5 (deprecated, reasoning variant).",0,True
 gpt-5,GPT-5,OpenAI,matharena_apex_2025,MathArena Apex 2025,Math,% correct,1.04,https://matharena.ai/?comp=apex--apex_2025,leaderboard,verified,True,"""reasoning_effort:high""",,0,True
-gpt-5,GPT-5,OpenAI,mcpmark,MCPMark,Agentic,,50.9,https://huggingface.co/deepseek-ai/DeepSeek-V3.2/resolve/main/assets/paper.pdf,tech_report,verified,False,"{""context"": ""128K"", ""effort"": ""high"", ""harness"": ""internal"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""agentic""}",DS V3.2 tech report Table 2: GPT-5-High=50.9. DS uses internal MCP environment (not official setting). Third-party self-test.,0,True
+gpt-5,GPT-5,OpenAI,mcpmark,MCPMark,Agentic,% success (pass@1),50.9,https://huggingface.co/deepseek-ai/DeepSeek-V3.2/resolve/main/assets/paper.pdf,tech_report,verified,False,"{""context"": ""128K"", ""effort"": ""high"", ""harness"": ""internal"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""agentic""}",DS V3.2 tech report Table 2: GPT-5-High=50.9. DS uses internal MCP environment (not official setting). Third-party self-test.,0,True
 gpt-5,GPT-5,OpenAI,mmlu,MMLU,Knowledge,% correct,91.0,https://cdn.openai.com/gpt-5-system-card.pdf,,dropped,,,,0,False
 gpt-5,GPT-5,OpenAI,mmlu_pro,MMLU-Pro,Knowledge,% correct,87.5,https://huggingface.co/deepseek-ai/DeepSeek-V3.2/resolve/main/assets/paper.pdf,tech_report,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3.2 tech report Table 2: gpt-5=87.5.,2,True
 gpt-5,GPT-5,OpenAI,mmlu_redux,MMLU-Redux,Knowledge,,95.3,https://huggingface.co/moonshotai/Kimi-K2-Thinking,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",Kimi K2-Thinking model card: gpt-5=95.3.,0,False
@@ -2652,7 +2652,7 @@ gpt-5,GPT-5,OpenAI,mmmu,MMMU,Multimodal,% correct,84.2,https://openai.com/index/
 gpt-5,GPT-5,OpenAI,mmmu_pro,MMMU-Pro,Multimodal,% correct,78.4,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""avg across standard and vision sets"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-5 dev blog: gpt-5=78.4 (high reasoning effort).,0,True
 gpt-5,GPT-5,OpenAI,multichallenge,MultiChallenge,Instruction Following,%,69.6,https://llm-stats.com/benchmarks/multichallenge,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per OpenAI GPT-5 dev blog. high reasoning effort."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=GPT-5, slug=gpt-5-2025-08-07, provider=OpenAI",0,True
 gpt-5,GPT-5,OpenAI,multichallenge_o3mini_grader,MultiChallenge (o3-mini grader),Instruction Following,%,69.6,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-5 dev blog: gpt-5=69.6 (high reasoning effort).,0,True
-gpt-5,GPT-5,OpenAI,ojbench,OJBench,Coding,,56.2,https://huggingface.co/moonshotai/Kimi-K2-Thinking,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",Kimi K2-Thinking model card: gpt-5=56.2.,0,True
+gpt-5,GPT-5,OpenAI,ojbench,OJBench,Coding,%,56.2,https://huggingface.co/moonshotai/Kimi-K2-Thinking,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",Kimi K2-Thinking model card: gpt-5=56.2.,0,True
 gpt-5,GPT-5,OpenAI,osworld,OSWorld,Agentic,% success,40.0,https://www.digitalocean.com/resources/articles/gpt-5-overview,,dropped,,,"DROPPED (R5h): random third-party blog/aggregator, no primary trail",0,False
 gpt-5,GPT-5,OpenAI,scicode,SciCode,Coding,% correct,42.9,https://huggingface.co/moonshotai/Kimi-K2-Thinking,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",Kimi K2-Thinking model card: gpt-5=42.9.,1,True
 gpt-5,GPT-5,OpenAI,simplebench,SimpleBench,Reasoning,% correct,61.6,https://lmcouncil.ai/benchmarks,,dropped,,,"DROPPED (R5h): random third-party blog/aggregator, no primary trail | DROPPED (R5g-c stale, never verified, source not audited in any pass)",0,False
@@ -2676,9 +2676,9 @@ gpt-5,GPT-5,OpenAI,video_mmmu,Video-MMMU,Video/Multimodal,%,84.6,https://openai.
 gpt-5,GPT-5,OpenAI,xbench_deepsearch,xbench-DeepSearch,Search Agent,%,77.8,https://huggingface.co/MiniMaxAI/MiniMax-M2,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic""}",MiniMax M2 model card: gpt-5=77.8.,0,True
 gpt-5-mini,GPT-5 mini,OpenAI,aider_polyglot_diff,Aider Polyglot (diff mode),Coding,%,71.6,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""sampling"": ""pass@1"", ""tools"": ""none""}","Aider polyglot diff, per GPT-5 dev blog table 2",0,True
 gpt-5-mini,GPT-5 mini,OpenAI,aime_2025,AIME 2025,Math,% correct (pass@1),91.1,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""sampling"": ""pass@1"", ""tools"": ""none""}","AIME 2025 no tools, per GPT-5 dev blog table 0",0,True
-gpt-5-mini,GPT-5 mini,OpenAI,browsecomp_long_context_128k,BrowseComp Long Context 128k,Long Context,%,89.4,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""sampling"": ""pass@1"", ""tools"": ""none""}","BrowseComp Long Context 128k, per GPT-5 dev blog table 5",0,True
+gpt-5-mini,GPT-5 mini,OpenAI,browsecomp_long_context_128k,BrowseComp Long Context 128k,Long Context,% accuracy,89.4,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""sampling"": ""pass@1"", ""tools"": ""none""}","BrowseComp Long Context 128k, per GPT-5 dev blog table 5",0,True
 gpt-5-mini,GPT-5 mini,OpenAI,browsecomp_long_context_256k,BrowseComp Long Context 256k,Long Context,,86.0,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""sampling"": ""pass@1"", ""tools"": ""none""}","BrowseComp Long Context 256k, per GPT-5 dev blog table 5",0,False
-gpt-5-mini,GPT-5 mini,OpenAI,charxiv_reasoning,CharXiv Reasoning,Multimodal,% correct (no tools),75.5,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""sampling"": ""pass@1"", ""tools"": ""python""}","CharXiv reasoning python-enabled, per GPT-5 dev blog table 1",0,True
+gpt-5-mini,GPT-5 mini,OpenAI,charxiv_reasoning,CharXiv Reasoning,Multimodal,% accuracy,75.5,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""sampling"": ""pass@1"", ""tools"": ""python""}","CharXiv reasoning python-enabled, per GPT-5 dev blog table 1",0,True
 gpt-5-mini,GPT-5 mini,OpenAI,collie,COLLIE,Instruction Following,%,98.5,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""sampling"": ""pass@1"", ""tools"": ""none""}","COLLIE, per GPT-5 dev blog table 3",0,True
 gpt-5-mini,GPT-5 mini,OpenAI,erqa,ERQA,Vision,%,62.9,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""sampling"": ""pass@1"", ""tools"": ""none""}","ERQA, per GPT-5 dev blog table 1",0,True
 gpt-5-mini,GPT-5 mini,OpenAI,factscore,FActScore (hallucination rate),Hallucination,%,3.5,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""sampling"": ""pass@1"", ""tools"": ""none""}","FActScore hallucination rate, per GPT-5 dev blog table 6",0,True
@@ -2689,7 +2689,7 @@ gpt-5-mini,GPT-5 mini,OpenAI,gpqa_main,GPQA Main (full set),Science,,82.3,https:
 gpt-5-mini,GPT-5 mini,OpenAI,graphwalks_bfs_0k_128k,GraphWalks BFS 0-128K,Long Context,%,73.4,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""sampling"": ""pass@1"", ""tools"": ""none""}","Graphwalks BFS <128k, per GPT-5 dev blog table 5",0,True
 gpt-5-mini,GPT-5 mini,OpenAI,graphwalks_parents_0k_128k,GraphWalks parents 0-128K,Long Context,%,64.3,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""sampling"": ""pass@1"", ""tools"": ""none""}","Graphwalks parents <128k, per GPT-5 dev blog table 5",0,True
 gpt-5-mini,GPT-5 mini,OpenAI,hle,HLE (Humanity's Last Exam),Reasoning,% correct,16.7,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""sampling"": ""pass@1"", ""tools"": ""none""}","HLE no tools, per GPT-5 dev blog table 0",0,True
-gpt-5-mini,GPT-5 mini,OpenAI,hle_text,HLE Text,Search Agent,%,16.7,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per OpenAI GPT-5 developer blog https://openai.com/index/introducing-gpt-5-for-developers/"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=GPT-5 mini, slug=gpt-5-mini-2025-08-07, provider=OpenAI",0,True
+gpt-5-mini,GPT-5 mini,OpenAI,hle_text,HLE Text,Reasoning,%,16.7,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per OpenAI GPT-5 developer blog https://openai.com/index/introducing-gpt-5-for-developers/"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=GPT-5 mini, slug=gpt-5-mini-2025-08-07, provider=OpenAI",0,True
 gpt-5-mini,GPT-5 mini,OpenAI,hmmt_feb_2025,HMMT Feb 2025,Math,%,87.8,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""sampling"": ""pass@1"", ""tools"": ""none""}","HMMT 2025 no tools, per GPT-5 dev blog table 0",0,True
 gpt-5-mini,GPT-5 mini,OpenAI,internal_api_if_hard,Internal API IF Hard,Instruction Following,%,65.8,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""sampling"": ""pass@1"", ""tools"": ""none""}","Internal API IF hard, per GPT-5 dev blog table 3",0,True
 gpt-5-mini,GPT-5 mini,OpenAI,longfact_concepts,LongFact-Concepts (hallucination rate),Hallucination,%,0.7,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""sampling"": ""pass@1"", ""tools"": ""none""}","LongFact-Concepts hallucination rate, per GPT-5 dev blog table 6",0,True
@@ -2708,9 +2708,9 @@ gpt-5-mini,GPT-5 mini,OpenAI,video_mme,Video-MME,Multimodal,,78.5,https://openai
 gpt-5-mini,GPT-5 mini,OpenAI,video_mmmu,Video-MMMU,Video/Multimodal,%,82.5,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""sampling"": ""pass@1"", ""tools"": ""none""}","VideoMMMU max-frame 256, per GPT-5 dev blog table 1",0,True
 gpt-5-nano,GPT-5 nano,OpenAI,aider_polyglot_diff,Aider Polyglot (diff mode),Coding,%,48.4,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""sampling"": ""pass@1"", ""tools"": ""none""}","Aider polyglot diff, per GPT-5 dev blog table 2",0,True
 gpt-5-nano,GPT-5 nano,OpenAI,aime_2025,AIME 2025,Math,% correct (pass@1),85.2,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""sampling"": ""pass@1"", ""tools"": ""none""}","AIME 2025 no tools, per GPT-5 dev blog table 0",0,True
-gpt-5-nano,GPT-5 nano,OpenAI,browsecomp_long_context_128k,BrowseComp Long Context 128k,Long Context,%,80.4,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""sampling"": ""pass@1"", ""tools"": ""none""}","BrowseComp Long Context 128k, per GPT-5 dev blog table 5",0,True
+gpt-5-nano,GPT-5 nano,OpenAI,browsecomp_long_context_128k,BrowseComp Long Context 128k,Long Context,% accuracy,80.4,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""sampling"": ""pass@1"", ""tools"": ""none""}","BrowseComp Long Context 128k, per GPT-5 dev blog table 5",0,True
 gpt-5-nano,GPT-5 nano,OpenAI,browsecomp_long_context_256k,BrowseComp Long Context 256k,Long Context,,68.4,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""sampling"": ""pass@1"", ""tools"": ""none""}","BrowseComp Long Context 256k, per GPT-5 dev blog table 5",0,False
-gpt-5-nano,GPT-5 nano,OpenAI,charxiv_reasoning,CharXiv Reasoning,Multimodal,% correct (no tools),62.7,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""sampling"": ""pass@1"", ""tools"": ""python""}","CharXiv reasoning python-enabled, per GPT-5 dev blog table 1",0,True
+gpt-5-nano,GPT-5 nano,OpenAI,charxiv_reasoning,CharXiv Reasoning,Multimodal,% accuracy,62.7,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""sampling"": ""pass@1"", ""tools"": ""python""}","CharXiv reasoning python-enabled, per GPT-5 dev blog table 1",0,True
 gpt-5-nano,GPT-5 nano,OpenAI,collie,COLLIE,Instruction Following,%,96.9,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""sampling"": ""pass@1"", ""tools"": ""none""}","COLLIE, per GPT-5 dev blog table 3",0,True
 gpt-5-nano,GPT-5 nano,OpenAI,erqa,ERQA,Vision,%,50.1,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""sampling"": ""pass@1"", ""tools"": ""none""}","ERQA, per GPT-5 dev blog table 1",0,True
 gpt-5-nano,GPT-5 nano,OpenAI,factscore,FActScore (hallucination rate),Hallucination,%,7.3,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""sampling"": ""pass@1"", ""tools"": ""none""}","FActScore hallucination rate, per GPT-5 dev blog table 6",0,True
@@ -2721,7 +2721,7 @@ gpt-5-nano,GPT-5 nano,OpenAI,gpqa_main,GPQA Main (full set),Science,,71.2,https:
 gpt-5-nano,GPT-5 nano,OpenAI,graphwalks_bfs_0k_128k,GraphWalks BFS 0-128K,Long Context,%,64.0,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""sampling"": ""pass@1"", ""tools"": ""none""}","Graphwalks BFS <128k, per GPT-5 dev blog table 5",0,True
 gpt-5-nano,GPT-5 nano,OpenAI,graphwalks_parents_0k_128k,GraphWalks parents 0-128K,Long Context,%,43.8,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""sampling"": ""pass@1"", ""tools"": ""none""}","Graphwalks parents <128k, per GPT-5 dev blog table 5",0,True
 gpt-5-nano,GPT-5 nano,OpenAI,hle,HLE (Humanity's Last Exam),Reasoning,% correct,8.7,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""sampling"": ""pass@1"", ""tools"": ""none""}","HLE no tools, per GPT-5 dev blog table 0",0,True
-gpt-5-nano,GPT-5 nano,OpenAI,hle_text,HLE Text,Search Agent,%,8.7,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per OpenAI GPT-5 developer blog https://openai.com/index/introducing-gpt-5-for-developers/"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=GPT-5 nano, slug=gpt-5-nano-2025-08-07, provider=OpenAI",0,True
+gpt-5-nano,GPT-5 nano,OpenAI,hle_text,HLE Text,Reasoning,%,8.7,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per OpenAI GPT-5 developer blog https://openai.com/index/introducing-gpt-5-for-developers/"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=GPT-5 nano, slug=gpt-5-nano-2025-08-07, provider=OpenAI",0,True
 gpt-5-nano,GPT-5 nano,OpenAI,hmmt_feb_2025,HMMT Feb 2025,Math,%,75.6,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""sampling"": ""pass@1"", ""tools"": ""none""}","HMMT 2025 no tools, per GPT-5 dev blog table 0",0,True
 gpt-5-nano,GPT-5 nano,OpenAI,internal_api_if_hard,Internal API IF Hard,Instruction Following,%,56.1,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""sampling"": ""pass@1"", ""tools"": ""none""}","Internal API IF hard, per GPT-5 dev blog table 3",0,True
 gpt-5-nano,GPT-5 nano,OpenAI,longfact_concepts,LongFact-Concepts (hallucination rate),Hallucination,%,1.0,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""sampling"": ""pass@1"", ""tools"": ""none""}","LongFact-Concepts hallucination rate, per GPT-5 dev blog table 6",0,True
@@ -2743,10 +2743,10 @@ gpt-5.1,GPT-5.1,OpenAI,aime_2025,AIME 2025,Math,% correct (pass@1),94.0,https://
 gpt-5.1,GPT-5.1,OpenAI,arc_agi_1,ARC-AGI-1,Reasoning,% correct,72.8,https://openai.com/index/introducing-gpt-5-2/,official_blog,verified,True,"{""effort"": ""xhigh"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-5.2 blog (cross-model column): GPT-5.1 = 72.8.,0,True
 gpt-5.1,GPT-5.1,OpenAI,arc_agi_2,ARC-AGI-2,Reasoning,% correct,17.6,https://openai.com/index/introducing-gpt-5-2/,official_blog,verified,True,"{""effort"": ""xhigh"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-5.2 blog (cross-model column): GPT-5.1 = 17.6.,0,True
 gpt-5.1,GPT-5.1,OpenAI,browsecomp,BrowseComp,Agentic,% correct,50.8,https://openai.com/index/introducing-gpt-5-2/,official_blog,verified,True,"{""effort"": ""xhigh"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic""}",OpenAI GPT-5.2 blog (cross-model column): GPT-5.1 = 50.8.,1,True
-gpt-5.1,GPT-5.1,OpenAI,browsecomp_long_context_128k,BrowseComp Long Context 128k,Long Context,%,90.0,https://openai.com/index/gpt-5-1-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official with apply_patch"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic""}",OpenAI GPT-5.1 dev blog: 90.0 (high reasoning effort).,2,True
+gpt-5.1,GPT-5.1,OpenAI,browsecomp_long_context_128k,BrowseComp Long Context 128k,Long Context,% accuracy,90.0,https://openai.com/index/gpt-5-1-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official with apply_patch"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic""}",OpenAI GPT-5.1 dev blog: 90.0 (high reasoning effort).,2,True
 gpt-5.1,GPT-5.1,OpenAI,brumo_2025,BRUMO 2025,Math,% correct (pass@1),93.33,https://matharena.ai/?comp=brumo--brumo_2025,leaderboard,verified,True,"""reasoning_effort:high""",,0,True
 gpt-5.1,GPT-5.1,OpenAI,bullshit_pushback,Bullshit-Bench (Clear Pushback),Behavior,% clear pushback,25.45,https://github.com/petergpt/bullshit-benchmark/tree/main/data/latest,leaderboard,verified,True,"""leaderboard.csv green_rate×100; reasoning=default""",,0,True
-gpt-5.1,GPT-5.1,OpenAI,charxiv_reasoning,CharXiv Reasoning,Multimodal,% correct (no tools),67.0,https://openai.com/index/introducing-gpt-5-2/,official_blog,verified,True,"{""effort"": ""xhigh"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (no-tools column)""}",OpenAI GPT-5.2 blog (cross-model column): GPT-5.1 = 67.0.,0,True
+gpt-5.1,GPT-5.1,OpenAI,charxiv_reasoning,CharXiv Reasoning,Multimodal,% accuracy,67.0,https://openai.com/index/introducing-gpt-5-2/,official_blog,verified,True,"{""effort"": ""xhigh"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (no-tools column)""}",OpenAI GPT-5.2 blog (cross-model column): GPT-5.1 = 67.0.,0,True
 gpt-5.1,GPT-5.1,OpenAI,chatbot_arena_elo,Chatbot Arena Elo,Human Preference,Elo rating,1439.0,https://lmarena.ai/leaderboard/text,leaderboard,verified,True,,lmarena.ai text arena (fetched 2026-04-29). Arena model name: gpt-5.1 (rank 52). ELO updates continuously; score reflects latest available.,0,True
 gpt-5.1,GPT-5.1,OpenAI,cmimc_2025,CMIMC 2025,Math,% correct (pass@1),91.88,https://matharena.ai/?comp=cmimc--cmimc_2025,leaderboard,verified,True,"""reasoning_effort:high""",,0,True
 gpt-5.1,GPT-5.1,OpenAI,frontiermath,FrontierMath,Math,% correct T1-3,31.0,https://openai.com/index/introducing-gpt-5-2/,official_blog,verified,True,"{""effort"": ""xhigh"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-5.2 blog (cross-model column): GPT-5.1 = 31.0.,3,True
@@ -2798,20 +2798,20 @@ gpt-5.2,GPT-5.2,OpenAI,arcagi1_image,ArcAGI1-Image,Vision Puzzles,%,93.1,https:/
 gpt-5.2,GPT-5.2,OpenAI,arcagi2_image,ArcAGI2-Image,Vision Puzzles,%,54.4,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card: gpt-5.2=54.4.,0,False
 gpt-5.2,GPT-5.2,OpenAI,artifactsbench,ArtifactsBench,Coding,%,71.1,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: gpt-5.2=71.1.,0,True
 gpt-5.2,GPT-5.2,OpenAI,babe,BABE,Reasoning,%,58.1,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card Table 3: gpt-5.2=58.1.,0,False
-gpt-5.2,GPT-5.2,OpenAI,babyvision,BabyVision,Multimodal,,37.4,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card: gpt-5.2=37.4.,0,True
+gpt-5.2,GPT-5.2,OpenAI,babyvision,BabyVision,Multimodal,% accuracy,37.4,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card: gpt-5.2=37.4.,0,True
 gpt-5.2,GPT-5.2,OpenAI,beyond_aime,Beyond AIME,Math,%,86.0,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card Table 3: gpt-5.2=86.0.,0,True
 gpt-5.2,GPT-5.2,OpenAI,bfcl_v4,BFCL v4,Tool Use,%,65.9,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: gpt-5.2=65.9.,0,False
 gpt-5.2,GPT-5.2,OpenAI,biobench,BIObench,Science Discovery,%,58.1,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: gpt-5.2=58.1.,0,False
 gpt-5.2,GPT-5.2,OpenAI,blink,BLINK,Vision Spatial,%,70.3,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card: gpt-5.2=70.3.,0,False
 gpt-5.2,GPT-5.2,OpenAI,browsecomp,BrowseComp,Agentic,% correct,65.8,https://openai.com/index/introducing-gpt-5-2/,official_blog,verified,True,"{""effort"": ""xhigh"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic""}",OpenAI GPT-5.2 blog: 65.8 (xhigh reasoning effort).,3,True
-gpt-5.2,GPT-5.2,OpenAI,browsecomp_long_context_128k,BrowseComp Long Context 128k,Long Context,%,92.0,https://llm-stats.com/benchmarks/browsecomp-long-128k,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""xhigh"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per OpenAI gpt-5.2 blog: reasoning effort=xhigh, research environment."", ""prompt_style"": ""default (with prompt adjustment for τ²-bench)"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=GPT-5.2, slug=gpt-5.2-2025-12-11, provider=OpenAI",0,True
+gpt-5.2,GPT-5.2,OpenAI,browsecomp_long_context_128k,BrowseComp Long Context 128k,Long Context,% accuracy,92.0,https://llm-stats.com/benchmarks/browsecomp-long-128k,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""xhigh"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per OpenAI gpt-5.2 blog: reasoning effort=xhigh, research environment."", ""prompt_style"": ""default (with prompt adjustment for τ²-bench)"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=GPT-5.2, slug=gpt-5.2-2025-12-11, provider=OpenAI",0,True
 gpt-5.2,GPT-5.2,OpenAI,browsecomp_long_context_256k,BrowseComp Long Context 256k,Long Context,,89.8,https://llm-stats.com/benchmarks/browsecomp-long-256k,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""xhigh"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per OpenAI gpt-5.2 blog: reasoning effort=xhigh, research environment."", ""prompt_style"": ""default (with prompt adjustment for τ²-bench)"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=GPT-5.2, slug=gpt-5.2-2025-12-11, provider=OpenAI",0,False
 gpt-5.2,GPT-5.2,OpenAI,browsecomp_zh,BrowseComp-ZH,Agentic search,,76.1,https://z.ai/blog/glm-5,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic""}",GLM-5 blog: gpt-5.2=76.1.,0,True
 gpt-5.2,GPT-5.2,OpenAI,brumo_2025,BRUMO 2025,Math,% correct (pass@1),98.33,https://matharena.ai/?comp=brumo--brumo_2025,leaderboard,verified,False,"""reasoning_effort:high""",,0,True
 gpt-5.2,GPT-5.2,OpenAI,bullshit_pushback,Bullshit-Bench (Clear Pushback),Behavior,% clear pushback,27.27,https://github.com/petergpt/bullshit-benchmark/tree/main/data/latest,leaderboard,verified,True,"""leaderboard.csv green_rate×100; reasoning=none""",,0,True
 gpt-5.2,GPT-5.2,OpenAI,chartqapro,ChartQAPro,Document/Chart,%,67.6,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card: gpt-5.2=67.6.,0,False
-gpt-5.2,GPT-5.2,OpenAI,charxiv_descriptive,CharXiv Descriptive,Vision,%,93.8,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card: gpt-5.2=93.8.,0,True
-gpt-5.2,GPT-5.2,OpenAI,charxiv_reasoning,CharXiv Reasoning,Multimodal,% correct (no tools),82.1,https://openai.com/index/introducing-gpt-5-2/,official_blog,verified,True,"{""effort"": ""xhigh"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (no-tools column)""}",OpenAI GPT-5.2 blog: 82.1 (xhigh reasoning effort).,1,True
+gpt-5.2,GPT-5.2,OpenAI,charxiv_descriptive,CharXiv Descriptive,Vision,% accuracy,93.8,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card: gpt-5.2=93.8.,0,True
+gpt-5.2,GPT-5.2,OpenAI,charxiv_reasoning,CharXiv Reasoning,Multimodal,% accuracy,82.1,https://openai.com/index/introducing-gpt-5-2/,official_blog,verified,True,"{""effort"": ""xhigh"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (no-tools column)""}",OpenAI GPT-5.2 blog: 82.1 (xhigh reasoning effort).,1,True
 gpt-5.2,GPT-5.2,OpenAI,chatbot_arena_elo,Chatbot Arena Elo,Human Preference,Elo rating,1438.0,https://lmarena.ai/leaderboard/text,leaderboard,verified,True,,lmarena.ai text arena (fetched 2026-04-29). Arena model name: gpt-5.2 (rank 54). ELO updates continuously; score reflects latest available.,0,True
 gpt-5.2,GPT-5.2,OpenAI,cl_bench,CL-Bench,Long Context,%,23.9,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card Table 3: gpt-5.2=23.9.,0,False
 gpt-5.2,GPT-5.2,OpenAI,cmimc_2025,CMIMC 2025,Math,% correct (pass@1),91.25,https://matharena.ai/?comp=cmimc--cmimc_2025,leaderboard,verified,False,"""reasoning_effort:high""",,0,True
@@ -2836,7 +2836,7 @@ gpt-5.2,GPT-5.2,OpenAI,facts_benchmark,FACTS Benchmark Suite,Factuality,,61.4,ht
 gpt-5.2,GPT-5.2,OpenAI,factscore,FActScore (hallucination rate),Hallucination,%,91.9,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card Table 3: gpt-5.2=91.9.,0,True
 gpt-5.2,GPT-5.2,OpenAI,finance_agent,Finance Agent v1.1,Agentic,% solved,59.5,https://openai.com/index/introducing-gpt-5-4/,official_blog,verified,True,"{""effort"": ""xhigh"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic""}",OpenAI GPT-5.4 blog table: 59.5.,0,True
 gpt-5.2,GPT-5.2,OpenAI,finsearchcomp,FinSearchComp,Search Agent,%,73.8,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: gpt-5.2=73.8.,0,False
-gpt-5.2,GPT-5.2,OpenAI,frames,Frames,Agentic search,,84.0,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card Table 3: gpt-5.2=84.0.,0,True
+gpt-5.2,GPT-5.2,OpenAI,frames,Frames,Agentic search,%,84.0,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card Table 3: gpt-5.2=84.0.,0,True
 gpt-5.2,GPT-5.2,OpenAI,frontier_science_research,Frontier Science Research,Science,%,25.2,https://openai.com/index/introducing-gpt-5-4/,official_blog,verified,True,"{""effort"": ""xhigh"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-5.4 blog table: 25.2.,0,False
 gpt-5.2,GPT-5.2,OpenAI,frontiermath,FrontierMath,Math,% correct T1-3,40.3,https://openai.com/index/introducing-gpt-5-2/,official_blog,verified,True,"{""effort"": ""xhigh"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-5.2 blog: 40.3 (xhigh reasoning effort).,1,True
 gpt-5.2,GPT-5.2,OpenAI,frontiermath_tier4,FrontierMath Tier 4,Math,%,14.6,https://openai.com/index/introducing-gpt-5-2/,official_blog,verified,True,"{""effort"": ""xhigh"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-5.2 blog: 14.6 (xhigh reasoning effort).,1,True
@@ -2856,7 +2856,7 @@ gpt-5.2,GPT-5.2,OpenAI,healthbench,HealthBench,Knowledge,%,63.3,https://lf3-stat
 gpt-5.2,GPT-5.2,OpenAI,healthbench_hard,HealthBench Hard,Health,,42.0,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card Table 3: gpt-5.2=42.0.,0,False
 gpt-5.2,GPT-5.2,OpenAI,hipho,HiPhO,Vision STEM,%,77.7,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card: gpt-5.2=77.7.,0,False
 gpt-5.2,GPT-5.2,OpenAI,hle,HLE (Humanity's Last Exam),Reasoning,% correct,34.5,https://openai.com/index/introducing-gpt-5-2/,official_blog,verified,True,"{""effort"": ""xhigh"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (no-tools column)""}",OpenAI GPT-5.2 blog: 34.5 (xhigh reasoning effort).,9,True
-gpt-5.2,GPT-5.2,OpenAI,hle_text,HLE Text,Search Agent,%,45.5,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: gpt-5.2=45.5.,1,True
+gpt-5.2,GPT-5.2,OpenAI,hle_text,HLE Text,Reasoning,%,45.5,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: gpt-5.2=45.5.,1,True
 gpt-5.2,GPT-5.2,OpenAI,hle_tools,HLE (w/ tools),Reasoning & Knowledge,accuracy (%),45.5,https://huggingface.co/moonshotai/Kimi-K2.5,model_card,verified,False,"""with tools, pass@1""","Reported in Kimi K2.5 HF model card (no asterisk = Moonshot used publicly available official score). Reference is Kimi card, not GPT primary source.",0,True
 gpt-5.2,GPT-5.2,OpenAI,hle_verified,HLE Verified,Search Agent,%,68.5,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: gpt-5.2=68.5.,0,False
 gpt-5.2,GPT-5.2,OpenAI,hle_vl,HLE-VL,Vision Agent,%,31.0,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: gpt-5.2=31.0.,0,False
@@ -2888,7 +2888,7 @@ gpt-5.2,GPT-5.2,OpenAI,mathvision,MathVision,Math,% correct,83.0,https://hugging
 gpt-5.2,GPT-5.2,OpenAI,mathvista,MathVista,Math/Vision,%,83.1,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card: gpt-5.2=83.1.,0,True
 gpt-5.2,GPT-5.2,OpenAI,mathvista_mini,MathVista (mini),Multimodal Math,,82.8,https://huggingface.co/moonshotai/Kimi-K2.5,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",Kimi K2.5 model card: gpt-5.2=82.8.,1,False
 gpt-5.2,GPT-5.2,OpenAI,mcpatlas,MCPAtlas Public,Agentic,% correct (pass@1),60.6,https://openai.com/index/introducing-gpt-5-2/,official_blog,verified,True,"{""effort"": ""xhigh"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic""}",OpenAI GPT-5.2 blog: 60.6 (xhigh reasoning effort).,3,True
-gpt-5.2,GPT-5.2,OpenAI,mcpmark,MCPMark,Agentic,,57.5,https://huggingface.co/Qwen/Qwen3.5-397B-A17B,model_card,verified,False,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","Qwen3.5-397B-A17B HF model card cross-model table (Qwen self-test of 3rd-party model, mc=false): mcpmark 57.5 (3rd-party Qwen self-test).",0,True
+gpt-5.2,GPT-5.2,OpenAI,mcpmark,MCPMark,Agentic,% success (pass@1),57.5,https://huggingface.co/Qwen/Qwen3.5-397B-A17B,model_card,verified,False,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","Qwen3.5-397B-A17B HF model card cross-model table (Qwen self-test of 3rd-party model, mc=false): mcpmark 57.5 (3rd-party Qwen self-test).",0,True
 gpt-5.2,GPT-5.2,OpenAI,minedojo_verified,Minedojo Verified,Vision Agent,%,18.3,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: gpt-5.2=18.3.,0,False
 gpt-5.2,GPT-5.2,OpenAI,mm_browsecomp,MM-BrowseComp,Vision Agent,%,26.3,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: gpt-5.2=26.3.,0,False
 gpt-5.2,GPT-5.2,OpenAI,mme_cc,MME-CC,Vision VQA,%,44.4,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card: gpt-5.2=44.4.,0,False
@@ -2906,7 +2906,7 @@ gpt-5.2,GPT-5.2,OpenAI,mrcr_v2,MRCR v2,Long Context,% correct,83.8,https://deepm
 gpt-5.2,GPT-5.2,OpenAI,mrcr_v2_8needle,OpenAI MRCR v2 (8-needle),Long Context,%,89.4,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card Table 3: gpt-5.2=89.4.,0,True
 gpt-5.2,GPT-5.2,OpenAI,mtvqa,MTVQA,Vision VQA,%,48.5,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card: gpt-5.2=48.5.,0,False
 gpt-5.2,GPT-5.2,OpenAI,muirbench,MUIRBench,Vision VQA,%,77.4,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Doubao Seed 2.0 model card: gpt-5.2=77.4.,0,False
-gpt-5.2,GPT-5.2,OpenAI,multi_swe_bench,Multi-SWE-bench,Coding,,47.7,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: gpt-5.2=47.7.,0,True
+gpt-5.2,GPT-5.2,OpenAI,multi_swe_bench,Multi-SWE-bench,Coding,%,47.7,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: gpt-5.2=47.7.,0,True
 gpt-5.2,GPT-5.2,OpenAI,multichallenge,MultiChallenge,Instruction Following,%,57.9,https://huggingface.co/Qwen/Qwen3.5-397B-A17B,model_card,verified,False,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","Qwen3.5-397B-A17B HF model card cross-model table (Qwen self-test of 3rd-party model, mc=false): multichallenge 57.9 (3rd-party Qwen self-test).",1,True
 gpt-5.2,GPT-5.2,OpenAI,nl2repo_bench,NL2Repo-Bench,Repository Code,%,49.3,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: gpt-5.2=49.3.,0,True
 gpt-5.2,GPT-5.2,OpenAI,nl2repo_pass1,NL2Repo (Pass@1),Repository Code,%,8.0,https://lf3-static.bytednsdoc.com/obj/eden-cn/lapzild-tss/ljhwZthlaukjlkulzlp/seed2/0214/Seed2.0%20Model%20Card.pdf,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""varies""}",Doubao Seed 2.0 model card: gpt-5.2=8.0.,0,False
@@ -3004,11 +3004,11 @@ gpt-5.4,GPT-5.4,OpenAI,apex_agents,APEX-Agents,Agentic,,33.3,https://huggingface
 gpt-5.4,GPT-5.4,OpenAI,apex_shortlist,Apex Shortlist,Math,% correct (pass@1),78.1,https://huggingface.co/deepseek-ai/DeepSeek-V4-Pro,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V4-Pro model card (third-party): gpt-5.4 (per their own canonical config) = 78.1.,0,False
 gpt-5.4,GPT-5.4,OpenAI,arc_agi_1,ARC-AGI-1,Reasoning,% correct,93.7,https://openai.com/index/introducing-gpt-5-5/,official_blog,verified,True,"{""effort"": ""xhigh"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-5.5 blog table: 93.7.,0,True
 gpt-5.4,GPT-5.4,OpenAI,arc_agi_2,ARC-AGI-2,Reasoning,% correct,73.3,https://openai.com/index/introducing-gpt-5-5/,official_blog,verified,True,"{""effort"": ""xhigh"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-5.5 blog table: 73.3.,0,True
-gpt-5.4,GPT-5.4,OpenAI,babyvision,BabyVision,Multimodal,,49.7,https://huggingface.co/moonshotai/Kimi-K2.6,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",Kimi K2.6 model card: gpt-5.4=49.7.,0,True
+gpt-5.4,GPT-5.4,OpenAI,babyvision,BabyVision,Multimodal,% accuracy,49.7,https://huggingface.co/moonshotai/Kimi-K2.6,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",Kimi K2.6 model card: gpt-5.4=49.7.,0,True
 gpt-5.4,GPT-5.4,OpenAI,bixbench,BixBench,Science,%,74.0,https://openai.com/index/introducing-gpt-5-5/,official_blog,verified,True,"{""effort"": ""xhigh"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-5.5 blog table: 74.0.,0,False
 gpt-5.4,GPT-5.4,OpenAI,browsecomp,BrowseComp,Agentic,% correct,82.7,https://openai.com/index/introducing-gpt-5-5/,official_blog,verified,True,"{""effort"": ""xhigh"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic""}",OpenAI GPT-5.5 blog table: 82.7.,0,True
 gpt-5.4,GPT-5.4,OpenAI,bullshit_pushback,Bullshit-Bench (Clear Pushback),Behavior,% clear pushback,25.45,https://github.com/petergpt/bullshit-benchmark/tree/main/data/latest,leaderboard,verified,True,"""leaderboard.csv green_rate×100; reasoning=none""",,0,True
-gpt-5.4,GPT-5.4,OpenAI,charxiv_reasoning,CharXiv Reasoning,Multimodal,% correct (no tools),82.8,https://huggingface.co/moonshotai/Kimi-K2.6,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",Kimi K2.6 model card: gpt-5.4=82.8.,0,True
+gpt-5.4,GPT-5.4,OpenAI,charxiv_reasoning,CharXiv Reasoning,Multimodal,% accuracy,82.8,https://huggingface.co/moonshotai/Kimi-K2.6,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",Kimi K2.6 model card: gpt-5.4=82.8.,0,True
 gpt-5.4,GPT-5.4,OpenAI,chinese_simpleqa,Chinese-SimpleQA,Knowledge,%,76.8,https://huggingface.co/deepseek-ai/DeepSeek-V4-Pro,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V4-Pro model card (third-party): gpt-5.4 (per their own canonical config) = 76.8.,0,True
 gpt-5.4,GPT-5.4,OpenAI,codeforces_rating,Codeforces Rating,Coding,Elo rating,3168.0,https://huggingface.co/deepseek-ai/DeepSeek-V4-Pro,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V4-Pro model card (third-party): gpt-5.4 (per their own canonical config) = 3168.,0,True
 gpt-5.4,GPT-5.4,OpenAI,ctf_internal,Capture-the-Flags challenge tasks (Internal),Cyber,%,83.7,https://openai.com/index/introducing-gpt-5-5/,official_blog,verified,True,"{""effort"": ""xhigh"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic""}",OpenAI GPT-5.5 blog table: 83.7.,0,False
@@ -3032,7 +3032,7 @@ gpt-5.4,GPT-5.4,OpenAI,graphwalks_parents_0k_128k,GraphWalks parents 0-128K,Long
 gpt-5.4,GPT-5.4,OpenAI,graphwalks_parents_128k_plus,GraphWalks parents >128k,Long Context,%,32.4,https://llm-stats.com/benchmarks/graphwalks-parents->128k,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""xhigh"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per OpenAI gpt-5.4 blog: reasoning effort=xhigh, research environment (may differ from production ChatGPT)."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=GPT-5.4, slug=gpt-5.4, provider=OpenAI",0,False
 gpt-5.4,GPT-5.4,OpenAI,graphwalks_parents_256k_1m,GraphWalks parents 256K-1M,Long Context,%,32.4,https://openai.com/index/introducing-gpt-5-4/,official_blog,verified,True,"{""effort"": ""xhigh"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-5.4 blog table: 32.4.,0,False
 gpt-5.4,GPT-5.4,OpenAI,hle,HLE (Humanity's Last Exam),Reasoning,% correct,39.8,https://openai.com/index/introducing-gpt-5-5/,official_blog,verified,True,"{""effort"": ""xhigh"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (no-tools column)""}",OpenAI GPT-5.5 blog table: 39.8.,0,True
-gpt-5.4,GPT-5.4,OpenAI,hle_text,HLE Text,Search Agent,%,39.8,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""xhigh"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per OpenAI gpt-5.4 blog: reasoning effort=xhigh, research environment (may differ from production ChatGPT)."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=GPT-5.4, slug=gpt-5.4, provider=OpenAI",0,True
+gpt-5.4,GPT-5.4,OpenAI,hle_text,HLE Text,Reasoning,%,39.8,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""xhigh"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per OpenAI gpt-5.4 blog: reasoning effort=xhigh, research environment (may differ from production ChatGPT)."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=GPT-5.4, slug=gpt-5.4, provider=OpenAI",0,True
 gpt-5.4,GPT-5.4,OpenAI,hmmt_feb_2026,HMMT Feb 2026,Math,% correct (pass@1),97.7,https://huggingface.co/deepseek-ai/DeepSeek-V4-Pro,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V4-Pro model card (third-party): gpt-5.4 (per their own canonical config) = 97.7.,1,True
 gpt-5.4,GPT-5.4,OpenAI,hmmt_nov_2025,HMMT Nov 2025,Math,% correct,95.8,https://z.ai/blog/glm-5.1,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",GLM-5.1 blog: gpt-5.4=95.8.,0,True
 gpt-5.4,GPT-5.4,OpenAI,ib_modeling,Investment Banking Modeling Tasks (Internal),Finance,%,87.3,https://openai.com/index/introducing-gpt-5-5/,official_blog,verified,True,"{""effort"": ""xhigh"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic""}",OpenAI GPT-5.5 blog table: 87.3.,0,False
@@ -3040,7 +3040,7 @@ gpt-5.4,GPT-5.4,OpenAI,imo_answerbench,IMO-AnswerBench,Math,,91.4,https://huggin
 gpt-5.4,GPT-5.4,OpenAI,matharena_apex_2025,MathArena Apex 2025,Math,% correct,54.1,https://huggingface.co/deepseek-ai/DeepSeek-V4-Pro,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V4-Pro model card (third-party): gpt-5.4 (per their own canonical config) = 54.1.,0,True
 gpt-5.4,GPT-5.4,OpenAI,mathvision,MathVision,Math,% correct,92.0,https://huggingface.co/moonshotai/Kimi-K2.6,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",Kimi K2.6 model card: gpt-5.4=92.0.,0,True
 gpt-5.4,GPT-5.4,OpenAI,mcpatlas,MCPAtlas Public,Agentic,% correct (pass@1),70.6,https://openai.com/index/introducing-gpt-5-5/,official_blog,verified,True,"{""effort"": ""xhigh"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic""}",OpenAI GPT-5.5 blog table: 70.6.,2,True
-gpt-5.4,GPT-5.4,OpenAI,mcpmark,MCPMark,Agentic,,62.5,https://huggingface.co/moonshotai/Kimi-K2.6,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""agentic""}",Kimi K2.6 model card: gpt-5.4=62.5.,0,True
+gpt-5.4,GPT-5.4,OpenAI,mcpmark,MCPMark,Agentic,% success (pass@1),62.5,https://huggingface.co/moonshotai/Kimi-K2.6,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""agentic""}",Kimi K2.6 model card: gpt-5.4=62.5.,0,True
 gpt-5.4,GPT-5.4,OpenAI,mmlu_pro,MMLU-Pro,Knowledge,% correct,87.5,https://huggingface.co/deepseek-ai/DeepSeek-V4-Pro,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V4-Pro model card (third-party): gpt-5.4 (per their own canonical config) = 87.5.,0,True
 gpt-5.4,GPT-5.4,OpenAI,mmmu_pro,MMMU-Pro,Multimodal,% correct,81.2,https://openai.com/index/introducing-gpt-5-5/,official_blog,verified,True,"{""effort"": ""xhigh"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-5.5 blog table: 81.2.,0,True
 gpt-5.4,GPT-5.4,OpenAI,nl2repo_bench,NL2Repo-Bench,Repository Code,%,41.3,https://z.ai/blog/glm-5.1,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic (bash + edit)""}",GLM-5.1 blog: gpt-5.4=41.3.,0,True
@@ -3075,7 +3075,7 @@ gpt-5.5,GPT-5.5,OpenAI,gpqa_main,GPQA Main (full set),Science,,93.6,https://llm-
 gpt-5.5,GPT-5.5,OpenAI,graphwalks_bfs_128k_plus,GraphWalks BFS >128k,Long Context,%,45.4,https://llm-stats.com/benchmarks/graphwalks-bfs->128k,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""xhigh"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per OpenAI gpt-5.5 blog: reasoning effort=xhigh, research environment (may differ from production ChatGPT)."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=GPT-5.5, slug=gpt-5.5, provider=OpenAI",0,False
 gpt-5.5,GPT-5.5,OpenAI,graphwalks_parents_128k_plus,GraphWalks parents >128k,Long Context,%,58.5,https://llm-stats.com/benchmarks/graphwalks-parents->128k,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""xhigh"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per OpenAI gpt-5.5 blog: reasoning effort=xhigh, research environment (may differ from production ChatGPT)."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=GPT-5.5, slug=gpt-5.5, provider=OpenAI",0,False
 gpt-5.5,GPT-5.5,OpenAI,hle,HLE (Humanity's Last Exam),Reasoning,% correct,41.4,https://openai.com/index/introducing-gpt-5-5/,official_blog,verified,True,"{""effort"": ""xhigh"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (no-tools column)""}",OpenAI GPT-5.5 blog table: 41.4.,1,True
-gpt-5.5,GPT-5.5,OpenAI,hle_text,HLE Text,Search Agent,%,57.2,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,False,"{""effort"": ""pro""}","llm-stats.com row: model=GPT-5.5 Pro, slug=gpt-5.5-pro, provider=OpenAI",0,True
+gpt-5.5,GPT-5.5,OpenAI,hle_text,HLE Text,Reasoning,%,57.2,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,False,"{""effort"": ""pro""}","llm-stats.com row: model=GPT-5.5 Pro, slug=gpt-5.5-pro, provider=OpenAI",0,True
 gpt-5.5,GPT-5.5,OpenAI,ib_modeling,Investment Banking Modeling Tasks (Internal),Finance,%,88.5,https://openai.com/index/introducing-gpt-5-5/,official_blog,verified,True,"{""effort"": ""xhigh"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic""}",OpenAI GPT-5.5 blog table: 88.5.,0,False
 gpt-5.5,GPT-5.5,OpenAI,mcpatlas,MCPAtlas Public,Agentic,% correct (pass@1),75.3,https://openai.com/index/introducing-gpt-5-5/,official_blog,verified,True,"{""effort"": ""xhigh"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic""}",OpenAI GPT-5.5 blog table: 75.3.,0,True
 gpt-5.5,GPT-5.5,OpenAI,mmmu_pro,MMMU-Pro,Multimodal,% correct,81.2,https://openai.com/index/introducing-gpt-5-5/,official_blog,verified,True,"{""effort"": ""xhigh"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-5.5 blog table: 81.2.,0,True
@@ -3099,7 +3099,7 @@ gpt-oss-120b,gpt-oss-120B,OpenAI,healthbench,HealthBench,Knowledge,%,57.6,https:
 gpt-oss-120b,gpt-oss-120B,OpenAI,healthbench_consensus,HealthBench Consensus,Health,,89.9,https://arxiv.org/abs/2508.10925,tech_report,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""harmony"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""with tools""}",gpt-oss model card Table 3 (high effort): HealthBench Consensus 89.9,0,False
 gpt-oss-120b,gpt-oss-120B,OpenAI,healthbench_hard,HealthBench Hard,Health,,30.0,https://arxiv.org/abs/2508.10925,tech_report,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""harmony"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""with tools""}",gpt-oss model card Table 3 (high effort): HealthBench Hard 30.0,0,False
 gpt-oss-120b,gpt-oss-120B,OpenAI,hle,HLE (Humanity's Last Exam),Reasoning,% correct,19.0,https://arxiv.org/abs/2508.10925,tech_report,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""harmony"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""with tools""}",gpt-oss model card Table 3 (high effort): HLE with-tools 19.0,0,True
-gpt-oss-120b,gpt-oss-120B,OpenAI,hle_text,HLE Text,Search Agent,%,14.9,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,True,"{""context"": ""default (128K)"", ""effort"": ""high"", ""harness"": ""official (harmony chat format)"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per OpenAI gpt-oss model card (arxiv:2508.10925) Table 3, high reasoning effort. Default with-tools for agentic; AIME/GPQA also has no-tools variant in same table."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""with tools (per-bench override; harmony chat format default)""}","llm-stats.com row: model=GPT OSS 120B, slug=gpt-oss-120b, provider=OpenAI",0,True
+gpt-oss-120b,gpt-oss-120B,OpenAI,hle_text,HLE Text,Reasoning,%,14.9,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,True,"{""context"": ""default (128K)"", ""effort"": ""high"", ""harness"": ""official (harmony chat format)"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per OpenAI gpt-oss model card (arxiv:2508.10925) Table 3, high reasoning effort. Default with-tools for agentic; AIME/GPQA also has no-tools variant in same table."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""with tools (per-bench override; harmony chat format default)""}","llm-stats.com row: model=GPT OSS 120B, slug=gpt-oss-120b, provider=OpenAI",0,True
 gpt-oss-120b,gpt-oss-120B,OpenAI,humaneval,HumanEval,Coding,pass@1 %,92.0,https://arxiv.org/abs/2508.10925,,dropped,,,,0,False
 gpt-oss-120b,gpt-oss-120B,OpenAI,ifbench,IFBench,Instruction Following,% correct,69.5,https://llm-stats.com/benchmarks/ifbench,third_party_aggregator,verified_third_party,False,"{""effort"": ""high""}","llm-stats.com row: model=GPT OSS 120B High, slug=gpt-oss-120b-high, provider=OpenAI",0,True
 gpt-oss-120b,gpt-oss-120B,OpenAI,ifeval,IFEval,Instruction Following,% correct (prompt strict),88.0,https://arxiv.org/abs/2508.10925,,dropped,,,,0,False
@@ -3125,7 +3125,7 @@ gpt-oss-20b,gpt-oss-20B,OpenAI,healthbench,HealthBench,Knowledge,%,42.5,https://
 gpt-oss-20b,gpt-oss-20B,OpenAI,healthbench_consensus,HealthBench Consensus,Health,,82.6,https://arxiv.org/abs/2508.10925,tech_report,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""harmony"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""with tools""}",gpt-oss model card Table 3 (high effort): HealthBench Consensus 82.6,0,False
 gpt-oss-20b,gpt-oss-20B,OpenAI,healthbench_hard,HealthBench Hard,Health,,10.8,https://arxiv.org/abs/2508.10925,tech_report,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""harmony"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""with tools""}",gpt-oss model card Table 3 (high effort): HealthBench Hard 10.8,0,False
 gpt-oss-20b,gpt-oss-20B,OpenAI,hle,HLE (Humanity's Last Exam),Reasoning,% correct,17.3,https://arxiv.org/abs/2508.10925,tech_report,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""harmony"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""with tools""}",gpt-oss model card Table 3 (high effort): HLE with-tools 17.3,0,False
-gpt-oss-20b,gpt-oss-20B,OpenAI,hle_text,HLE Text,Search Agent,%,10.9,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,True,"{""context"": ""default (128K)"", ""effort"": ""high"", ""harness"": ""official (harmony chat format)"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per OpenAI gpt-oss model card (arxiv:2508.10925) Table 3, high reasoning effort. Default with-tools for agentic; AIME/GPQA also has no-tools variant in same table."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""with tools (per-bench override; harmony chat format default)""}","llm-stats.com row: model=GPT OSS 20B, slug=gpt-oss-20b, provider=OpenAI",0,False
+gpt-oss-20b,gpt-oss-20B,OpenAI,hle_text,HLE Text,Reasoning,%,10.9,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,True,"{""context"": ""default (128K)"", ""effort"": ""high"", ""harness"": ""official (harmony chat format)"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per OpenAI gpt-oss model card (arxiv:2508.10925) Table 3, high reasoning effort. Default with-tools for agentic; AIME/GPQA also has no-tools variant in same table."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""with tools (per-bench override; harmony chat format default)""}","llm-stats.com row: model=GPT OSS 20B, slug=gpt-oss-20b, provider=OpenAI",0,False
 gpt-oss-20b,gpt-oss-20B,OpenAI,humaneval,HumanEval,Coding,pass@1 %,85.0,https://arxiv.org/html/2508.10925v1,,dropped,,,,0,False
 gpt-oss-20b,gpt-oss-20B,OpenAI,ifeval,IFEval,Instruction Following,% correct (prompt strict),85.0,https://arxiv.org/abs/2508.10925,,dropped,,,,0,False
 gpt-oss-20b,gpt-oss-20B,OpenAI,livecodebench,LiveCodeBench,Coding,pass@1 %,70.0,https://arxiv.org/abs/2508.10925,,dropped,,,,0,False
@@ -3148,7 +3148,7 @@ granite-3.3-8b-base,Granite 3.3 8B Base,IBM,humaneval_plus,HumanEval+,Coding,,86
 granite-3.3-8b-base,Granite 3.3 8B Base,IBM,ifeval,IFEval,Instruction Following,% correct (prompt strict),74.8,https://llm-stats.com/benchmarks/ifeval,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=Granite 3.3 8B Base, slug=granite-3.3-8b-base, provider=IBM",0,False
 granite-3.3-8b-base,Granite 3.3 8B Base,IBM,math_500,MATH-500,Math,% correct,69.0,https://llm-stats.com/benchmarks/math-500,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=Granite 3.3 8B Base, slug=granite-3.3-8b-base, provider=IBM",0,False
 granite-3.3-8b-base,Granite 3.3 8B Base,IBM,mmlu,MMLU,Knowledge,% correct,63.9,https://llm-stats.com/benchmarks/mmlu,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=Granite 3.3 8B Base, slug=granite-3.3-8b-base, provider=IBM",0,False
-granite-3.3-8b-base,Granite 3.3 8B Base,IBM,mt_aime_2024,MT-AIME2024,Math,,81.2,https://llm-stats.com/benchmarks/aime-2024,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=Granite 3.3 8B Base, slug=granite-3.3-8b-base, provider=IBM",0,False
+granite-3.3-8b-base,Granite 3.3 8B Base,IBM,mt_aime_2024,MT-AIME2024,Math,%,81.2,https://llm-stats.com/benchmarks/aime-2024,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=Granite 3.3 8B Base, slug=granite-3.3-8b-base, provider=IBM",0,False
 granite-3.3-8b-base,Granite 3.3 8B Base,IBM,popqa,PopQA,QA,,26.2,https://llm-stats.com/benchmarks/popqa,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=Granite 3.3 8B Base, slug=granite-3.3-8b-base, provider=IBM",0,False
 granite-3.3-8b-base,Granite 3.3 8B Base,IBM,truthfulqa,TruthfulQA,Factuality,,52.1,https://llm-stats.com/benchmarks/truthfulqa,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=Granite 3.3 8B Base, slug=granite-3.3-8b-base, provider=IBM",0,False
 granite-3.3-8b-instruct,Granite 3.3 8B,IBM,aime_2024,AIME 2024,Math,% correct (pass@1),81.2,https://llm-stats.com/benchmarks/aime-2024,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=Granite 3.3 8B Instruct, slug=granite-3.3-8b-instruct, provider=IBM",0,False
@@ -3161,7 +3161,7 @@ granite-3.3-8b-instruct,Granite 3.3 8B,IBM,humaneval_plus,HumanEval+,Coding,,86.
 granite-3.3-8b-instruct,Granite 3.3 8B,IBM,ifeval,IFEval,Instruction Following,% correct (prompt strict),74.8,https://llm-stats.com/benchmarks/ifeval,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=Granite 3.3 8B Instruct, slug=granite-3.3-8b-instruct, provider=IBM",0,False
 granite-3.3-8b-instruct,Granite 3.3 8B,IBM,math_500,MATH-500,Math,% correct,69.0,https://llm-stats.com/benchmarks/math-500,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=Granite 3.3 8B Instruct, slug=granite-3.3-8b-instruct, provider=IBM",0,False
 granite-3.3-8b-instruct,Granite 3.3 8B,IBM,mmlu,MMLU,Knowledge,% correct,65.5,https://llm-stats.com/benchmarks/mmlu,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=Granite 3.3 8B Instruct, slug=granite-3.3-8b-instruct, provider=IBM",0,False
-granite-3.3-8b-instruct,Granite 3.3 8B,IBM,mt_aime_2024,MT-AIME2024,Math,,81.2,https://llm-stats.com/benchmarks/aime-2024,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=Granite 3.3 8B Instruct, slug=granite-3.3-8b-instruct, provider=IBM",0,False
+granite-3.3-8b-instruct,Granite 3.3 8B,IBM,mt_aime_2024,MT-AIME2024,Math,%,81.2,https://llm-stats.com/benchmarks/aime-2024,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=Granite 3.3 8B Instruct, slug=granite-3.3-8b-instruct, provider=IBM",0,False
 granite-3.3-8b-instruct,Granite 3.3 8B,IBM,popqa,PopQA,QA,,26.2,https://llm-stats.com/benchmarks/popqa,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=Granite 3.3 8B Instruct, slug=granite-3.3-8b-instruct, provider=IBM",0,False
 granite-3.3-8b-instruct,Granite 3.3 8B,IBM,truthfulqa,TruthfulQA,Factuality,,66.9,https://llm-stats.com/benchmarks/truthfulqa,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=Granite 3.3 8B Instruct, slug=granite-3.3-8b-instruct, provider=IBM",0,False
 granite-4.0-1b,Granite-4.0-1B,IBM,aime_2025,AIME 2025,Math,% correct (pass@1),3.33,https://www.liquid.ai/blog/lfm2-5-1-2b-thinking-on-device-reasoning-under-1gb,official_blog,verified,False,"{""effort"": ""n/a"", ""harness"": ""official (LFM eval, third-party)"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (mean of 5 runs)"", ""temperature"": ""default"", ""tools"": ""none""}",Liquid AI LFM2.5-1.2B-Thinking blog: granite-4.0-1b=3.33. (third-party self-test by Liquid AI),0,False
@@ -3229,7 +3229,7 @@ grok-3-beta,Grok 3 Beta,xAI,math_500,MATH-500,Math,% correct,99.2,https://artifi
 grok-3-beta,Grok 3 Beta,xAI,mmlu,MMLU,Knowledge,% correct,88.0,https://artificialanalysis.ai/models/grok-3,third_party,verified,,,ArtificialAnalysis aggregator; used as fallback when no primary source available (R5d-aggregator-fallback),0,False
 grok-3-beta,Grok 3 Beta,xAI,mmlu_pro,MMLU-Pro,Knowledge,% correct,79.9,https://x.ai/news/grok-3,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",xAI Grok 3 blog (cross-model non-reasoning table): grok-3-beta=79.9.,1,True
 grok-3-beta,Grok 3 Beta,xAI,mmmu,MMMU,Multimodal,% correct,73.2,https://x.ai/news/grok-3,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",xAI Grok 3 blog (cross-model non-reasoning table): grok-3-beta=73.2.,1,True
-grok-3-beta,Grok 3 Beta,xAI,mt_aime_2024,MT-AIME2024,Math,,93.3,https://llm-stats.com/benchmarks/aime-2024,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""notes"": ""Per xAI Grok 3 blog: canonical = non-reasoning mode (the cross-model table without 'Think' label). Reasoning ON values not used."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=Grok-3, slug=grok-3, provider=xAI",0,True
+grok-3-beta,Grok 3 Beta,xAI,mt_aime_2024,MT-AIME2024,Math,%,93.3,https://llm-stats.com/benchmarks/aime-2024,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""notes"": ""Per xAI Grok 3 blog: canonical = non-reasoning mode (the cross-model table without 'Think' label). Reasoning ON values not used."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=Grok-3, slug=grok-3, provider=xAI",0,True
 grok-3-beta,Grok 3 Beta,xAI,simpleqa,SimpleQA,Knowledge,% correct,43.6,https://x.ai/news/grok-3,official_blog,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",xAI Grok 3 blog (cross-model non-reasoning table): grok-3-beta=43.6.,0,True
 grok-3-beta,Grok 3 Beta,xAI,supergpqa,SuperGPQA,Science,%,62.8,https://arxiv.org/abs/2504.13914,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Seed-Thinking-v1.5 paper Table 2: grok-3-beta=62.8.,0,True
 grok-3-beta,Grok 3 Beta,xAI,swe_bench_verified,SWE-bench Verified,Coding,% resolved,48.5,https://artificialanalysis.ai/models/grok-3,third_party,verified,,,ArtificialAnalysis aggregator; used as fallback when no primary source available (R5d-aggregator-fallback),0,True
@@ -3249,7 +3249,7 @@ grok-4,Grok 4,xAI,frontiermath,FrontierMath,Math,% correct T1-3,13.0,https://epo
 grok-4,Grok 4,xAI,gpqa_diamond,GPQA Diamond,Science,% correct,87.5,https://x.ai/news/grok-4,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","xAI Grok 4 blog: grok-4=87.5 (no tools, no Heavy).",1,True
 grok-4,Grok 4,xAI,gpqa_main,GPQA Main (full set),Science,,88.4,https://llm-stats.com/benchmarks/gpqa,third_party_aggregator,verified_third_party,False,"{""effort"": ""heavy""}","llm-stats.com row: model=Grok-4 Heavy, slug=grok-4-heavy, provider=xAI",0,True
 grok-4,Grok 4,xAI,hle,HLE (Humanity's Last Exam),Reasoning,% correct,25.4,https://x.ai/news/grok-4,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","xAI Grok 4 blog: grok-4=25.4 (no tools, no Heavy).",1,True
-grok-4,Grok 4,xAI,hle_text,HLE Text,Search Agent,%,50.7,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,False,"{""effort"": ""heavy""}","llm-stats.com row: model=Grok-4 Heavy, slug=grok-4-heavy, provider=xAI",0,True
+grok-4,Grok 4,xAI,hle_text,HLE Text,Reasoning,%,50.7,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,False,"{""effort"": ""heavy""}","llm-stats.com row: model=Grok-4 Heavy, slug=grok-4-heavy, provider=xAI",0,True
 grok-4,Grok 4,xAI,hmmt_feb_2025,HMMT Feb 2025,Math,%,90.0,https://huggingface.co/moonshotai/Kimi-K2-Thinking,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",Kimi K2-Thinking model card: grok-4=90.0.,0,True
 grok-4,Grok 4,xAI,hmmt_nov_2025,HMMT Nov 2025,Math,% correct,88.33,https://matharena.ai/?comp=hmmt--hmmt_nov_2025,leaderboard,verified,,,,0,True
 grok-4,Grok 4,xAI,humaneval,HumanEval,Coding,pass@1 %,88.0,https://automatio.ai/models/grok-4,,dropped,,,"Dropped: third-party random blog, unreliable source (R5h-drop-third-party-blog)",0,False
@@ -3344,7 +3344,7 @@ kimi-k2,Kimi K2,Moonshot AI,gpqa_main,GPQA Main (full set),Science,,75.8,https:/
 kimi-k2,Kimi K2,Moonshot AI,gsm8k,GSM8K,Math,% correct,97.3,https://llm-stats.com/benchmarks/gsm8k,third_party_aggregator,verified_third_party,False,"{""variant"": ""instruct (BP kimi-k2 is base)""}","llm-stats.com row: model=Kimi K2 Instruct, slug=kimi-k2-instruct, provider=Moonshot AI",0,True
 kimi-k2,Kimi K2,Moonshot AI,healthbench,HealthBench,Knowledge,%,43.8,https://huggingface.co/moonshotai/Kimi-K2-Thinking,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",Kimi K2-Thinking model card: kimi-k2=43.8.,0,True
 kimi-k2,Kimi K2,Moonshot AI,hle,HLE (Humanity's Last Exam),Reasoning,% correct,4.7,https://arxiv.org/abs/2507.20534,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg of 4-64 trials per benchmark)"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}",Kimi K2 tech report (arxiv:2507.20534) Table 3 Kimi-K2-Instruct column: HLE 4.7,3,True
-kimi-k2,Kimi K2,Moonshot AI,hle_text,HLE Text,Search Agent,%,4.7,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,False,"{""snapshot"": ""0905"", ""variant"": ""instruct""}","llm-stats.com row: model=Kimi K2-Instruct-0905, slug=kimi-k2-instruct-0905, provider=Moonshot AI",0,True
+kimi-k2,Kimi K2,Moonshot AI,hle_text,HLE Text,Reasoning,%,4.7,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,False,"{""snapshot"": ""0905"", ""variant"": ""instruct""}","llm-stats.com row: model=Kimi K2-Instruct-0905, slug=kimi-k2-instruct-0905, provider=Moonshot AI",0,True
 kimi-k2,Kimi K2,Moonshot AI,hmmt_feb_2025,HMMT Feb 2025,Math,%,38.8,https://huggingface.co/moonshotai/Kimi-K2-Thinking,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",Kimi K2-Thinking model card: kimi-k2=38.8.,2,True
 kimi-k2,Kimi K2,Moonshot AI,humaneval,HumanEval,Coding,pass@1 %,85.0,https://github.com/MoonshotAI/Kimi-K2,,dropped,,, | DROPPED (R5g-a-ghost-cell): not in official source,1,False
 kimi-k2,Kimi K2,Moonshot AI,ifbench,IFBench,Instruction Following,% correct,42.0,https://huggingface.co/MiniMaxAI/MiniMax-M2,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",MiniMax M2 model card: kimi-k2=42.,0,True
@@ -3359,11 +3359,11 @@ kimi-k2,Kimi K2,Moonshot AI,math_500,MATH-500,Math,% correct,97.4,https://arxiv.
 kimi-k2,Kimi K2,Moonshot AI,mmlu,MMLU,Knowledge,% correct,89.5,https://arxiv.org/abs/2507.20534,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg of 4-64 trials per benchmark)"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}",Kimi K2 tech report (arxiv:2507.20534) Table 3 Kimi-K2-Instruct column: MMLU EM 89.5,2,False
 kimi-k2,Kimi K2,Moonshot AI,mmlu_pro,MMLU-Pro,Knowledge,% correct,81.1,https://arxiv.org/abs/2507.20534,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg of 4-64 trials per benchmark)"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}",Kimi K2 tech report (arxiv:2507.20534) Table 3 Kimi-K2-Instruct column: MMLU-Pro EM 81.1 [R5d: prior unverified value 87.1 from https://huggingface.co/moonshotai/Kimi-K2.5 deleted.],4,True
 kimi-k2,Kimi K2,Moonshot AI,mmlu_redux,MMLU-Redux,Knowledge,,92.7,https://arxiv.org/abs/2507.20534,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg of 4-64 trials per benchmark)"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}",Kimi K2 tech report (arxiv:2507.20534) Table 3 Kimi-K2-Instruct column: MMLU-Redux EM 92.7,2,False
-kimi-k2,Kimi K2,Moonshot AI,mt_aime_2024,MT-AIME2024,Math,,72.0,https://llm-stats.com/benchmarks/aime-2024,third_party_aggregator,verified_third_party,True,"{""context"": ""default (256K)"", ""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""notes"": ""Per Kimi K2 tech report (arxiv:2507.20534) Table 3 Kimi-K2-Instruct column. Non-thinking model."", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg of 4-64 trials per benchmark)"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=Kimi K2 0905, slug=kimi-k2-0905, provider=Moonshot AI",0,True
-kimi-k2,Kimi K2,Moonshot AI,multi_swe_bench,Multi-SWE-bench,Coding,,33.5,https://huggingface.co/MiniMaxAI/MiniMax-M2,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic (bash + edit)""}",MiniMax M2 model card: kimi-k2=33.5.,0,True
+kimi-k2,Kimi K2,Moonshot AI,mt_aime_2024,MT-AIME2024,Math,%,72.0,https://llm-stats.com/benchmarks/aime-2024,third_party_aggregator,verified_third_party,True,"{""context"": ""default (256K)"", ""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""notes"": ""Per Kimi K2 tech report (arxiv:2507.20534) Table 3 Kimi-K2-Instruct column. Non-thinking model."", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg of 4-64 trials per benchmark)"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=Kimi K2 0905, slug=kimi-k2-0905, provider=Moonshot AI",0,True
+kimi-k2,Kimi K2,Moonshot AI,multi_swe_bench,Multi-SWE-bench,Coding,%,33.5,https://huggingface.co/MiniMaxAI/MiniMax-M2,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic (bash + edit)""}",MiniMax M2 model card: kimi-k2=33.5.,0,True
 kimi-k2,Kimi K2,Moonshot AI,multichallenge,MultiChallenge,Instruction Following,%,54.1,https://llm-stats.com/benchmarks/multichallenge,third_party_aggregator,verified_third_party,False,"{""snapshot"": ""0905"", ""variant"": ""instruct""}","llm-stats.com row: model=Kimi K2-Instruct-0905, slug=kimi-k2-instruct-0905, provider=Moonshot AI",0,True
 kimi-k2,Kimi K2,Moonshot AI,multipl_e_avg,MultiPL-E (average),Coding,%,85.7,https://llm-stats.com/benchmarks/multipl-e,third_party_aggregator,verified_third_party,False,"{""variant"": ""instruct (BP kimi-k2 is base)""}","llm-stats.com row: model=Kimi K2 Instruct, slug=kimi-k2-instruct, provider=Moonshot AI",0,True
-kimi-k2,Kimi K2,Moonshot AI,ojbench,OJBench,Coding,,25.5,https://huggingface.co/moonshotai/Kimi-K2-Thinking,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",Kimi K2-Thinking model card: kimi-k2=25.5.,3,True
+kimi-k2,Kimi K2,Moonshot AI,ojbench,OJBench,Coding,%,25.5,https://huggingface.co/moonshotai/Kimi-K2-Thinking,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",Kimi K2-Thinking model card: kimi-k2=25.5.,3,True
 kimi-k2,Kimi K2,Moonshot AI,osworld,OSWorld,Agentic,% success,38.0,https://arxiv.org/html/2507.20534v1,,dropped,,, | DROPPED (R5g-a-ghost-cell): not in official source,0,False
 kimi-k2,Kimi K2,Moonshot AI,scicode,SciCode,Coding,% correct,30.7,https://huggingface.co/moonshotai/Kimi-K2-Thinking,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",Kimi K2-Thinking model card: kimi-k2=30.7.,1,True
 kimi-k2,Kimi K2,Moonshot AI,simpleqa,SimpleQA,Knowledge,% correct,31.0,https://arxiv.org/abs/2507.20534,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg of 4-64 trials per benchmark)"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}",Kimi K2 tech report (arxiv:2507.20534) Table 3 Kimi-K2-Instruct column: SimpleQA Correct 31.0,2,True
@@ -3386,12 +3386,12 @@ kimi-k2-thinking,Kimi K2 Thinking,Moonshot AI,browsecomp_zh,BrowseComp-ZH,Agenti
 kimi-k2-thinking,Kimi K2 Thinking,Moonshot AI,brumo_2025,BRUMO 2025,Math,% correct (pass@1),93.33,https://matharena.ai/?comp=brumo--brumo_2025,leaderboard,verified,True,"""thinking:default""",,0,False
 kimi-k2-thinking,Kimi K2 Thinking,Moonshot AI,cmimc_2025,CMIMC 2025,Math,% correct (pass@1),91.88,https://matharena.ai/?comp=cmimc--cmimc_2025,leaderboard,verified,True,"""thinking:default""",,0,False
 kimi-k2-thinking,Kimi K2 Thinking,Moonshot AI,codeforces_rating,Codeforces Rating,Coding,Elo rating,2150.0,https://felloai.com/new-chinese-model-kimi-k2-thinking-ranks-1-in-multiple-benchmarks/,,dropped,,, | DROPPED (R5h-third-party-blog: felloai),0,False
-kimi-k2-thinking,Kimi K2 Thinking,Moonshot AI,frames,Frames,Agentic search,,87.0,https://moonshotai.github.io/Kimi-K2/thinking.html,official_blog,verified,True,"{""effort"": ""default (96k thinking-token budget for HLE/AIME/HMMT/GPQA; 128k for IMO/LCB/OJ)"", ""harness"": ""official"", ""judge"": ""rule-based (HLE uses o3-mini)"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg@32 for AIME/HMMT no-tools)"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}",Kimi K2 Thinking blog cross-model table: Frames w/ tools 87.0,0,False
+kimi-k2-thinking,Kimi K2 Thinking,Moonshot AI,frames,Frames,Agentic search,%,87.0,https://moonshotai.github.io/Kimi-K2/thinking.html,official_blog,verified,True,"{""effort"": ""default (96k thinking-token budget for HLE/AIME/HMMT/GPQA; 128k for IMO/LCB/OJ)"", ""harness"": ""official"", ""judge"": ""rule-based (HLE uses o3-mini)"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg@32 for AIME/HMMT no-tools)"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}",Kimi K2 Thinking blog cross-model table: Frames w/ tools 87.0,0,False
 kimi-k2-thinking,Kimi K2 Thinking,Moonshot AI,gpqa_diamond,GPQA Diamond,Science,% correct,84.5,https://moonshotai.github.io/Kimi-K2/thinking.html,official_blog,verified,True,"{""effort"": ""default (96k thinking-token budget for HLE/AIME/HMMT/GPQA; 128k for IMO/LCB/OJ)"", ""harness"": ""official"", ""judge"": ""rule-based (HLE uses o3-mini)"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg@32 for AIME/HMMT no-tools)"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}",Kimi K2 Thinking blog cross-model table: GPQA-Diamond no-tools 84.5 [R5d: prior unverified value 84.5 from https://huggingface.co/deepseek-ai/DeepSeek-V3.2/resolve/main/assets/paper.pdf deleted.],0,False
 kimi-k2-thinking,Kimi K2 Thinking,Moonshot AI,gpqa_main,GPQA Main (full set),Science,,84.5,https://llm-stats.com/benchmarks/gpqa,third_party_aggregator,verified_third_party,True,"{""context"": ""default (256K)"", ""effort"": ""default (96k thinking-token budget for HLE/AIME/HMMT/GPQA; 128k for IMO/LCB/OJ)"", ""harness"": ""official"", ""judge"": ""rule-based (HLE uses o3-mini)"", ""mode"": ""thinking"", ""notes"": ""Per Kimi K2 Thinking blog (moonshotai.github.io/Kimi-K2/thinking.html). Thinking model."", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg@32 for AIME/HMMT no-tools)"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=Kimi K2-Thinking-0905, slug=kimi-k2-thinking-0905, provider=Moonshot AI",0,False
 kimi-k2-thinking,Kimi K2 Thinking,Moonshot AI,healthbench,HealthBench,Knowledge,%,58.0,https://huggingface.co/moonshotai/Kimi-K2-Thinking,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",Kimi K2-Thinking model card: kimi-k2-thinking=58.0.,0,False
 kimi-k2-thinking,Kimi K2 Thinking,Moonshot AI,hle,HLE (Humanity's Last Exam),Reasoning,% correct,23.9,https://moonshotai.github.io/Kimi-K2/thinking.html,official_blog,verified,True,"{""effort"": ""default (96k thinking-token budget for HLE/AIME/HMMT/GPQA; 128k for IMO/LCB/OJ)"", ""harness"": ""official"", ""judge"": ""rule-based (HLE uses o3-mini)"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg@32 for AIME/HMMT no-tools)"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}",Kimi K2 Thinking blog cross-model table: HLE Text-only no tools 23.9 (canonical=tools=none). Note: BP previously had 44.9 from venturebeat = w/ tools — promoted no-tools to primary. [R5d: prior unverified value 23.9 from https://huggingface.co/deepseek-ai/DeepSeek-V3.2/resolve/main/assets/paper.pdf deleted.],1,False
-kimi-k2-thinking,Kimi K2 Thinking,Moonshot AI,hle_text,HLE Text,Search Agent,%,51.0,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,True,"{""context"": ""default (256K)"", ""effort"": ""default (96k thinking-token budget for HLE/AIME/HMMT/GPQA; 128k for IMO/LCB/OJ)"", ""harness"": ""official"", ""judge"": ""rule-based (HLE uses o3-mini)"", ""mode"": ""thinking"", ""notes"": ""Per Kimi K2 Thinking blog (moonshotai.github.io/Kimi-K2/thinking.html). Thinking model."", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg@32 for AIME/HMMT no-tools)"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=Kimi K2-Thinking-0905, slug=kimi-k2-thinking-0905, provider=Moonshot AI",0,False
+kimi-k2-thinking,Kimi K2 Thinking,Moonshot AI,hle_text,HLE Text,Reasoning,%,51.0,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,True,"{""context"": ""default (256K)"", ""effort"": ""default (96k thinking-token budget for HLE/AIME/HMMT/GPQA; 128k for IMO/LCB/OJ)"", ""harness"": ""official"", ""judge"": ""rule-based (HLE uses o3-mini)"", ""mode"": ""thinking"", ""notes"": ""Per Kimi K2 Thinking blog (moonshotai.github.io/Kimi-K2/thinking.html). Thinking model."", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg@32 for AIME/HMMT no-tools)"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=Kimi K2-Thinking-0905, slug=kimi-k2-thinking-0905, provider=Moonshot AI",0,False
 kimi-k2-thinking,Kimi K2 Thinking,Moonshot AI,hmmt_feb_2025,HMMT Feb 2025,Math,%,89.4,https://huggingface.co/deepseek-ai/DeepSeek-V3.2/resolve/main/assets/paper.pdf,tech_report,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3.2 tech report Table 2: kimi-k2-thinking=89.4.,0,False
 kimi-k2-thinking,Kimi K2 Thinking,Moonshot AI,hmmt_nov_2025,HMMT Nov 2025,Math,% correct,89.2,https://huggingface.co/deepseek-ai/DeepSeek-V3.2/resolve/main/assets/paper.pdf,tech_report,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3.2 tech report Table 2: kimi-k2-thinking=89.2.,0,False
 kimi-k2-thinking,Kimi K2 Thinking,Moonshot AI,humaneval,HumanEval,Coding,pass@1 %,92.0,https://felloai.com/new-chinese-model-kimi-k2-thinking-ranks-1-in-multiple-benchmarks/,,dropped,,, | DROPPED (R5h-third-party-blog: felloai),0,False
@@ -3401,11 +3401,11 @@ kimi-k2-thinking,Kimi K2 Thinking,Moonshot AI,livecodebench_v6,LiveCodeBench v6,
 kimi-k2-thinking,Kimi K2 Thinking,Moonshot AI,longform_writing,Longform Writing,Writing,%,73.8,https://huggingface.co/moonshotai/Kimi-K2-Thinking,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",Kimi K2-Thinking model card: kimi-k2-thinking=73.8.,0,False
 kimi-k2-thinking,Kimi K2 Thinking,Moonshot AI,math_500,MATH-500,Math,% correct,97.0,https://venturebeat.com/ai/moonshots-kimi-k2-thinking/,,dropped,,, | DROPPED (R5h-third-party-blog: venturebeat/felloai),0,False
 kimi-k2-thinking,Kimi K2 Thinking,Moonshot AI,matharena_apex_2025,MathArena Apex 2025,Math,% correct,0.0,https://matharena.ai/?comp=apex--apex_2025,leaderboard,verified,True,"""thinking:default""", | DROPPED (R5h-third-party-blog: placeholder),0,False
-kimi-k2-thinking,Kimi K2 Thinking,Moonshot AI,mcpmark,MCPMark,Agentic,,20.4,https://huggingface.co/deepseek-ai/DeepSeek-V3.2/resolve/main/assets/paper.pdf,tech_report,verified,False,"{""context"": ""128K"", ""effort"": ""default"", ""harness"": ""internal"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""agentic""}",DS V3.2 tech report Table 2: Kimi-K2-Thinking=20.4. DS uses internal MCP environment. Third-party self-test.,0,False
+kimi-k2-thinking,Kimi K2 Thinking,Moonshot AI,mcpmark,MCPMark,Agentic,% success (pass@1),20.4,https://huggingface.co/deepseek-ai/DeepSeek-V3.2/resolve/main/assets/paper.pdf,tech_report,verified,False,"{""context"": ""128K"", ""effort"": ""default"", ""harness"": ""internal"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""agentic""}",DS V3.2 tech report Table 2: Kimi-K2-Thinking=20.4. DS uses internal MCP environment. Third-party self-test.,0,False
 kimi-k2-thinking,Kimi K2 Thinking,Moonshot AI,mmlu_pro,MMLU-Pro,Knowledge,% correct,84.6,https://moonshotai.github.io/Kimi-K2/thinking.html,official_blog,verified,True,"{""effort"": ""default (96k thinking-token budget for HLE/AIME/HMMT/GPQA; 128k for IMO/LCB/OJ)"", ""harness"": ""official"", ""judge"": ""rule-based (HLE uses o3-mini)"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg@32 for AIME/HMMT no-tools)"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}",Kimi K2 Thinking blog cross-model table: MMLU-Pro 84.6,0,False
 kimi-k2-thinking,Kimi K2 Thinking,Moonshot AI,mmlu_redux,MMLU-Redux,Knowledge,,94.4,https://moonshotai.github.io/Kimi-K2/thinking.html,official_blog,verified,True,"{""effort"": ""default (96k thinking-token budget for HLE/AIME/HMMT/GPQA; 128k for IMO/LCB/OJ)"", ""harness"": ""official"", ""judge"": ""rule-based (HLE uses o3-mini)"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg@32 for AIME/HMMT no-tools)"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}",Kimi K2 Thinking blog cross-model table: MMLU-Redux no-tools 94.4,0,False
-kimi-k2-thinking,Kimi K2 Thinking,Moonshot AI,multi_swe_bench,Multi-SWE-bench,Coding,,41.9,https://moonshotai.github.io/Kimi-K2/thinking.html,official_blog,verified,True,"{""effort"": ""default (96k thinking-token budget for HLE/AIME/HMMT/GPQA; 128k for IMO/LCB/OJ)"", ""harness"": ""official"", ""judge"": ""rule-based (HLE uses o3-mini)"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg@32 for AIME/HMMT no-tools)"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}",Kimi K2 Thinking blog cross-model table: Multi-SWE-bench w/ tools 41.9,0,False
-kimi-k2-thinking,Kimi K2 Thinking,Moonshot AI,ojbench,OJBench,Coding,,48.7,https://moonshotai.github.io/Kimi-K2/thinking.html,official_blog,verified,True,"{""effort"": ""default (96k thinking-token budget for HLE/AIME/HMMT/GPQA; 128k for IMO/LCB/OJ)"", ""harness"": ""official"", ""judge"": ""rule-based (HLE uses o3-mini)"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg@32 for AIME/HMMT no-tools)"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}",Kimi K2 Thinking blog cross-model table: OJ-Bench cpp no-tools 48.7,0,False
+kimi-k2-thinking,Kimi K2 Thinking,Moonshot AI,multi_swe_bench,Multi-SWE-bench,Coding,%,41.9,https://moonshotai.github.io/Kimi-K2/thinking.html,official_blog,verified,True,"{""effort"": ""default (96k thinking-token budget for HLE/AIME/HMMT/GPQA; 128k for IMO/LCB/OJ)"", ""harness"": ""official"", ""judge"": ""rule-based (HLE uses o3-mini)"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg@32 for AIME/HMMT no-tools)"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}",Kimi K2 Thinking blog cross-model table: Multi-SWE-bench w/ tools 41.9,0,False
+kimi-k2-thinking,Kimi K2 Thinking,Moonshot AI,ojbench,OJBench,Coding,%,48.7,https://moonshotai.github.io/Kimi-K2/thinking.html,official_blog,verified,True,"{""effort"": ""default (96k thinking-token budget for HLE/AIME/HMMT/GPQA; 128k for IMO/LCB/OJ)"", ""harness"": ""official"", ""judge"": ""rule-based (HLE uses o3-mini)"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg@32 for AIME/HMMT no-tools)"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}",Kimi K2 Thinking blog cross-model table: OJ-Bench cpp no-tools 48.7,0,False
 kimi-k2-thinking,Kimi K2 Thinking,Moonshot AI,scicode,SciCode,Coding,% correct,44.8,https://moonshotai.github.io/Kimi-K2/thinking.html,official_blog,verified,True,"{""effort"": ""default (96k thinking-token budget for HLE/AIME/HMMT/GPQA; 128k for IMO/LCB/OJ)"", ""harness"": ""official"", ""judge"": ""rule-based (HLE uses o3-mini)"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg@32 for AIME/HMMT no-tools)"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}",Kimi K2 Thinking blog cross-model table: SciCode no-tools 44.8,0,False
 kimi-k2-thinking,Kimi K2 Thinking,Moonshot AI,seal_0,Seal-0,Search Agent,%,56.3,https://llm-stats.com/benchmarks/seal-0,third_party_aggregator,verified_third_party,True,"{""context"": ""default (256K)"", ""effort"": ""default (96k thinking-token budget for HLE/AIME/HMMT/GPQA; 128k for IMO/LCB/OJ)"", ""harness"": ""official"", ""judge"": ""rule-based (HLE uses o3-mini)"", ""mode"": ""thinking"", ""notes"": ""Per Kimi K2 Thinking blog (moonshotai.github.io/Kimi-K2/thinking.html). Thinking model."", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg@32 for AIME/HMMT no-tools)"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=Kimi K2-Thinking-0905, slug=kimi-k2-thinking-0905, provider=Moonshot AI",0,False
 kimi-k2-thinking,Kimi K2 Thinking,Moonshot AI,simpleqa,SimpleQA,Knowledge,% correct,35.0,https://venturebeat.com/ai/moonshots-kimi-k2-thinking/,,dropped,,, | DROPPED (R5h-third-party-blog: venturebeat/felloai),0,False
@@ -3423,12 +3423,12 @@ kimi-k2.5,Kimi K2.5,Moonshot AI,aime_2026,AIME 2026,Math,% correct (pass@1),94.5
 kimi-k2.5,Kimi K2.5,Moonshot AI,apex_agents,APEX-Agents,Agentic,,11.5,https://huggingface.co/moonshotai/Kimi-K2.6,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""agentic""}",Kimi K2.6 model card: kimi-k2.5=11.5.,0,False
 kimi-k2.5,Kimi K2.5,Moonshot AI,arc_agi_1,ARC-AGI-1,Reasoning,% correct,65.3,https://arcprize.org/leaderboard,leaderboard,verified,True,"{""effort"": ""default"", ""harness"": ""official (arcprize.org)"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""sampling"": ""pass@1 (single-pass)"", ""system_type"": ""CoT"", ""tools"": ""none""}",arcprize.org leaderboard audit: Kimi K2.5 on leaderboard,0,True
 kimi-k2.5,Kimi K2.5,Moonshot AI,arc_agi_2,ARC-AGI-2,Reasoning,% correct,11.8,https://arcprize.org/leaderboard,leaderboard,verified,True,"{""effort"": ""default"", ""harness"": ""official (arcprize.org)"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""sampling"": ""pass@1 (single-pass)"", ""system_type"": ""CoT"", ""tools"": ""none""}",arcprize.org leaderboard audit: Kimi K2.5 on leaderboard,0,True
-kimi-k2.5,Kimi K2.5,Moonshot AI,babyvision,BabyVision,Multimodal,,36.5,https://huggingface.co/moonshotai/Kimi-K2.6,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",Kimi K2.6 model card: kimi-k2.5=36.5.,0,True
+kimi-k2.5,Kimi K2.5,Moonshot AI,babyvision,BabyVision,Multimodal,% accuracy,36.5,https://huggingface.co/moonshotai/Kimi-K2.6,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",Kimi K2.6 model card: kimi-k2.5=36.5.,0,True
 kimi-k2.5,Kimi K2.5,Moonshot AI,browsecomp,BrowseComp,Agentic,% correct,60.6,https://huggingface.co/moonshotai/Kimi-K2.5,model_card,verified,True,"{""effort"": ""default (96k for reasoning, 64k for vision)"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg@32 AIME/HMMT, avg@8 GPQA, avg@3 vision, avg@4 Seal/WideSearch)"", ""temperature"": ""1.0"", ""tools"": ""none (per-bench override)""}",Kimi K2.5 model card (HF moonshotai/Kimi-K2.5) Evaluation table: BrowseComp w/ tools 60.6,2,True
 kimi-k2.5,Kimi K2.5,Moonshot AI,browsecomp_zh,BrowseComp-ZH,Agentic search,,62.3,https://z.ai/blog/glm-5,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic""}",GLM-5 blog: kimi-k2.5=62.3.,0,True
 kimi-k2.5,Kimi K2.5,Moonshot AI,brumo_2025,BRUMO 2025,Math,% correct (pass@1),98.33,https://matharena.ai/?comp=brumo--brumo_2025,leaderboard,verified,True,"""thinking:default""",,0,True
 kimi-k2.5,Kimi K2.5,Moonshot AI,bullshit_pushback,Bullshit-Bench (Clear Pushback),Behavior,% clear pushback,47.27,https://github.com/petergpt/bullshit-benchmark/tree/main/data/latest,leaderboard,verified,True,"""leaderboard.csv green_rate×100; reasoning=none""",,0,True
-kimi-k2.5,Kimi K2.5,Moonshot AI,charxiv_reasoning,CharXiv Reasoning,Multimodal,% correct (no tools),77.5,https://huggingface.co/moonshotai/Kimi-K2.5,model_card,verified,True,"{""effort"": ""default (96k for reasoning, 64k for vision)"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg@32 AIME/HMMT, avg@8 GPQA, avg@3 vision, avg@4 Seal/WideSearch)"", ""temperature"": ""1.0"", ""tools"": ""none (per-bench override)""}",Kimi K2.5 model card (HF moonshotai/Kimi-K2.5) Evaluation table: CharXiv RQ 77.5,0,True
+kimi-k2.5,Kimi K2.5,Moonshot AI,charxiv_reasoning,CharXiv Reasoning,Multimodal,% accuracy,77.5,https://huggingface.co/moonshotai/Kimi-K2.5,model_card,verified,True,"{""effort"": ""default (96k for reasoning, 64k for vision)"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg@32 AIME/HMMT, avg@8 GPQA, avg@3 vision, avg@4 Seal/WideSearch)"", ""temperature"": ""1.0"", ""tools"": ""none (per-bench override)""}",Kimi K2.5 model card (HF moonshotai/Kimi-K2.5) Evaluation table: CharXiv RQ 77.5,0,True
 kimi-k2.5,Kimi K2.5,Moonshot AI,cmimc_2025,CMIMC 2025,Math,% correct (pass@1),91.25,https://matharena.ai/?comp=cmimc--cmimc_2025,leaderboard,verified,True,"""thinking:default""",,0,True
 kimi-k2.5,Kimi K2.5,Moonshot AI,codeforces_rating,Codeforces Rating,Coding,Elo rating,2350.0,https://www.kimi.com/blog/kimi-k2-5.html,,dropped,,,,0,False
 kimi-k2.5,Kimi K2.5,Moonshot AI,cybergym,CyberGym,Agentic,% solved,41.3,https://huggingface.co/moonshotai/Kimi-K2.5,model_card,verified,True,"{""effort"": ""default (96k for reasoning, 64k for vision)"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg@32 AIME/HMMT, avg@8 GPQA, avg@3 vision, avg@4 Seal/WideSearch)"", ""temperature"": ""1.0"", ""tools"": ""none (per-bench override)""}",Kimi K2.5 model card (HF moonshotai/Kimi-K2.5) Evaluation table: CyberGym 41.3,0,True
@@ -3440,7 +3440,7 @@ kimi-k2.5,Kimi K2.5,Moonshot AI,global_piqa,Global PIQA,Reasoning,,89.3,https://
 kimi-k2.5,Kimi K2.5,Moonshot AI,gpqa_diamond,GPQA Diamond,Science,% correct,87.6,https://huggingface.co/moonshotai/Kimi-K2.5,model_card,verified,True,"{""effort"": ""default (96k for reasoning, 64k for vision)"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg@32 AIME/HMMT, avg@8 GPQA, avg@3 vision, avg@4 Seal/WideSearch)"", ""temperature"": ""1.0"", ""tools"": ""none (per-bench override)""}",Kimi K2.5 model card (HF moonshotai/Kimi-K2.5) Evaluation table: GPQA-Diamond 87.6,0,True
 kimi-k2.5,Kimi K2.5,Moonshot AI,gpqa_main,GPQA Main (full set),Science,,87.6,https://llm-stats.com/benchmarks/gpqa,third_party_aggregator,verified_third_party,True,"{""context"": ""256K"", ""effort"": ""default (96k for reasoning, 64k for vision)"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per Kimi K2.5 model card (HF moonshotai/Kimi-K2.5). Thinking mode, t=1.0 top_p=0.95."", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg@32 AIME/HMMT, avg@8 GPQA, avg@3 vision, avg@4 Seal/WideSearch)"", ""temperature"": ""1.0"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=Kimi K2.5, slug=kimi-k2.5, provider=Moonshot AI",0,True
 kimi-k2.5,Kimi K2.5,Moonshot AI,hle,HLE (Humanity's Last Exam),Reasoning,% correct,30.1,https://huggingface.co/moonshotai/Kimi-K2.5,model_card,verified,True,"{""effort"": ""default (96k for reasoning, 64k for vision)"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg@32 AIME/HMMT, avg@8 GPQA, avg@3 vision, avg@4 Seal/WideSearch)"", ""temperature"": ""1.0"", ""tools"": ""none (per-bench override)""}",Kimi K2.5 model card (HF moonshotai/Kimi-K2.5) Evaluation table: HLE Full no-tools 30.1,2,True
-kimi-k2.5,Kimi K2.5,Moonshot AI,hle_text,HLE Text,Search Agent,%,50.2,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,True,"{""context"": ""256K"", ""effort"": ""default (96k for reasoning, 64k for vision)"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per Kimi K2.5 model card (HF moonshotai/Kimi-K2.5). Thinking mode, t=1.0 top_p=0.95."", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg@32 AIME/HMMT, avg@8 GPQA, avg@3 vision, avg@4 Seal/WideSearch)"", ""temperature"": ""1.0"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=Kimi K2.5, slug=kimi-k2.5, provider=Moonshot AI",0,True
+kimi-k2.5,Kimi K2.5,Moonshot AI,hle_text,HLE Text,Reasoning,%,50.2,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,True,"{""context"": ""256K"", ""effort"": ""default (96k for reasoning, 64k for vision)"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per Kimi K2.5 model card (HF moonshotai/Kimi-K2.5). Thinking mode, t=1.0 top_p=0.95."", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg@32 AIME/HMMT, avg@8 GPQA, avg@3 vision, avg@4 Seal/WideSearch)"", ""temperature"": ""1.0"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=Kimi K2.5, slug=kimi-k2.5, provider=Moonshot AI",0,True
 kimi-k2.5,Kimi K2.5,Moonshot AI,hle_tools,HLE (w/ tools),Reasoning & Knowledge,accuracy (%),50.2,https://huggingface.co/moonshotai/Kimi-K2.5,model_card,verified,True,"""thinking mode, tool-augmented, pass@1""","First-party, directly from Kimi K2.5 HF model card evaluation table.",0,True
 kimi-k2.5,Kimi K2.5,Moonshot AI,hmmt_feb_2025,HMMT Feb 2025,Math,%,95.4,https://huggingface.co/moonshotai/Kimi-K2.5,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",Kimi K2.5 model card: kimi-k2.5=95.4.,0,True
 kimi-k2.5,Kimi K2.5,Moonshot AI,hmmt_feb_2026,HMMT Feb 2026,Math,% correct (pass@1),81.3,https://z.ai/blog/glm-5.1,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",GLM-5.1 blog: kimi-k2.5=81.3.,1,True
@@ -3460,7 +3460,7 @@ kimi-k2.5,Kimi K2.5,Moonshot AI,matharena_apex_2025,MathArena Apex 2025,Math,% c
 kimi-k2.5,Kimi K2.5,Moonshot AI,mathvision,MathVision,Math,% correct,84.2,https://huggingface.co/moonshotai/Kimi-K2.5,model_card,verified,True,"{""effort"": ""default (96k for reasoning, 64k for vision)"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg@32 AIME/HMMT, avg@8 GPQA, avg@3 vision, avg@4 Seal/WideSearch)"", ""temperature"": ""1.0"", ""tools"": ""none (per-bench override)""}",Kimi K2.5 model card (HF moonshotai/Kimi-K2.5) Evaluation table: MathVision 84.2,0,True
 kimi-k2.5,Kimi K2.5,Moonshot AI,mathvista_mini,MathVista (mini),Multimodal Math,,90.1,https://huggingface.co/moonshotai/Kimi-K2.5,model_card,verified,True,"{""effort"": ""default (96k for reasoning, 64k for vision)"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg@32 AIME/HMMT, avg@8 GPQA, avg@3 vision, avg@4 Seal/WideSearch)"", ""temperature"": ""1.0"", ""tools"": ""none (per-bench override)""}",Kimi K2.5 model card (HF moonshotai/Kimi-K2.5) Evaluation table: MathVista mini 90.1,0,False
 kimi-k2.5,Kimi K2.5,Moonshot AI,mcpatlas,MCPAtlas Public,Agentic,% correct (pass@1),63.8,https://z.ai/blog/glm-5.1,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic""}",GLM-5.1 blog: kimi-k2.5=63.8.,0,True
-kimi-k2.5,Kimi K2.5,Moonshot AI,mcpmark,MCPMark,Agentic,,29.5,https://huggingface.co/moonshotai/Kimi-K2.6,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""agentic""}",Kimi K2.6 model card: kimi-k2.5=29.5.,0,True
+kimi-k2.5,Kimi K2.5,Moonshot AI,mcpmark,MCPMark,Agentic,% success (pass@1),29.5,https://huggingface.co/moonshotai/Kimi-K2.6,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""agentic""}",Kimi K2.6 model card: kimi-k2.5=29.5.,0,True
 kimi-k2.5,Kimi K2.5,Moonshot AI,mmlu,MMLU,Knowledge,% correct,92.0,https://huggingface.co/moonshotai/Kimi-K2.5,,dropped,,," | DROPPED: BP value 92.0 from HF moonshotai/Kimi-K2.5 — but K2.5 model card only reports MMLU-Pro 87.1, NOT MMLU. Source mislabel/scrape error.",0,False
 kimi-k2.5,Kimi K2.5,Moonshot AI,mmlu_pro,MMLU-Pro,Knowledge,% correct,87.1,https://huggingface.co/moonshotai/Kimi-K2.5,model_card,verified,True,"{""effort"": ""default (96k for reasoning, 64k for vision)"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg@32 AIME/HMMT, avg@8 GPQA, avg@3 vision, avg@4 Seal/WideSearch)"", ""temperature"": ""1.0"", ""tools"": ""none (per-bench override)""}",Kimi K2.5 model card (HF moonshotai/Kimi-K2.5) Evaluation table: MMLU-Pro 87.1,0,True
 kimi-k2.5,Kimi K2.5,Moonshot AI,mmlu_redux,MMLU-Redux,Knowledge,,94.5,https://huggingface.co/Qwen/Qwen3.5-397B-A17B,model_card,verified,False,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","Qwen3.5-397B-A17B HF model card cross-model table (Qwen self-test of 3rd-party model, mc=false): mmlu_redux 94.5 (3rd-party Qwen self-test).",0,False
@@ -3472,7 +3472,7 @@ kimi-k2.5,Kimi K2.5,Moonshot AI,motionbench,MotionBench,Vision,%,70.4,https://hu
 kimi-k2.5,Kimi K2.5,Moonshot AI,multichallenge,MultiChallenge,Instruction Following,%,62.7,https://huggingface.co/Qwen/Qwen3.5-397B-A17B,model_card,verified,False,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","Qwen3.5-397B-A17B HF model card cross-model table (Qwen self-test of 3rd-party model, mc=false): multichallenge 62.7 (3rd-party Qwen self-test).",0,True
 kimi-k2.5,Kimi K2.5,Moonshot AI,nl2repo_bench,NL2Repo-Bench,Repository Code,%,32.0,https://z.ai/blog/glm-5.1,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic (bash + edit)""}",GLM-5.1 blog: kimi-k2.5=32.0.,0,True
 kimi-k2.5,Kimi K2.5,Moonshot AI,ocrbench,OCRBench,Multimodal,,92.3,https://huggingface.co/moonshotai/Kimi-K2.5,model_card,verified,True,"{""effort"": ""default (96k for reasoning, 64k for vision)"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg@32 AIME/HMMT, avg@8 GPQA, avg@3 vision, avg@4 Seal/WideSearch)"", ""temperature"": ""1.0"", ""tools"": ""none (per-bench override)""}",Kimi K2.5 model card (HF moonshotai/Kimi-K2.5) Evaluation table: OCRBench 92.3,0,False
-kimi-k2.5,Kimi K2.5,Moonshot AI,ojbench,OJBench,Coding,,57.4,https://huggingface.co/moonshotai/Kimi-K2.5,model_card,verified,True,"{""effort"": ""default (96k for reasoning, 64k for vision)"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg@32 AIME/HMMT, avg@8 GPQA, avg@3 vision, avg@4 Seal/WideSearch)"", ""temperature"": ""1.0"", ""tools"": ""none (per-bench override)""}",Kimi K2.5 model card (HF moonshotai/Kimi-K2.5) Evaluation table: OJBench cpp 57.4,1,True
+kimi-k2.5,Kimi K2.5,Moonshot AI,ojbench,OJBench,Coding,%,57.4,https://huggingface.co/moonshotai/Kimi-K2.5,model_card,verified,True,"{""effort"": ""default (96k for reasoning, 64k for vision)"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg@32 AIME/HMMT, avg@8 GPQA, avg@3 vision, avg@4 Seal/WideSearch)"", ""temperature"": ""1.0"", ""tools"": ""none (per-bench override)""}",Kimi K2.5 model card (HF moonshotai/Kimi-K2.5) Evaluation table: OJBench cpp 57.4,1,True
 kimi-k2.5,Kimi K2.5,Moonshot AI,omnidocbench,"OmniDocBench (normalized edit distance, lower is better)",Vision,edit distance (lower=better),0.112,https://huggingface.co/moonshotai/Kimi-K2.5,model_card,verified,True,"{""effort"": ""default (96k for reasoning, 64k for vision)"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg@32 AIME/HMMT, avg@8 GPQA, avg@3 vision, avg@4 Seal/WideSearch)"", ""temperature"": ""1.0"", ""tools"": ""none (per-bench override)""}",Kimi K2.5 model card (HF moonshotai/Kimi-K2.5) Evaluation table: OmniDocBench 1.5 (1 - normalized Levenshtein) ×100 = 88.8 [Converted 88.8% (1-LED higher-better) → 0.112 (edit distance lower-better) for cross-source consistency],0,True
 kimi-k2.5,Kimi K2.5,Moonshot AI,omnidocbench_1.5,OmniDocBench 1.5,Vision,edit distance (lower=better),0.112,https://huggingface.co/moonshotai/Kimi-K2.5,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",Kimi K2.5 model card: kimi-k2.5=88.8. [Converted 88.8% (1-LED higher-better) → 0.112 (edit distance lower-better) for cross-source consistency],0,True
 kimi-k2.5,Kimi K2.5,Moonshot AI,osworld,OSWorld,Agentic,% success,63.3,https://huggingface.co/moonshotai/Kimi-K2.6,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""agentic""}",Kimi K2.6 model card: kimi-k2.5=63.3.,0,True
@@ -3499,9 +3499,9 @@ kimi-k2.5,Kimi K2.5,Moonshot AI,zerobench_tools,ZeroBench (w/ tools),Reasoning &
 kimi-k2.6,Kimi K2.6,Moonshot AI,aime_2026,AIME 2026,Math,% correct (pass@1),96.4,https://huggingface.co/moonshotai/Kimi-K2.6,model_card,verified,True,"{""effort"": ""max (98304 generation tokens)"", ""harness"": ""official (in-house SWE-agent-derived for SWE-Bench)"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg@10 coding, avg@3 vision)"", ""temperature"": ""1.0"", ""tools"": ""none (per-bench override)""}",Kimi K2.6 model card (HF moonshotai/Kimi-K2.6) Evaluation table: AIME 2026 96.4,0,True
 kimi-k2.6,Kimi K2.6,Moonshot AI,apex_agents,APEX-Agents,Agentic,,27.9,https://huggingface.co/moonshotai/Kimi-K2.6,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""agentic""}",Kimi K2.6 model card: kimi-k2.6=27.9.,0,False
 kimi-k2.6,Kimi K2.6,Moonshot AI,apex_shortlist,Apex Shortlist,Math,% correct (pass@1),75.5,https://huggingface.co/deepseek-ai/DeepSeek-V4-Pro,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V4-Pro model card (third-party): kimi-k2.6 (per their own canonical config) = 75.5.,0,False
-kimi-k2.6,Kimi K2.6,Moonshot AI,babyvision,BabyVision,Multimodal,,39.8,https://huggingface.co/moonshotai/Kimi-K2.6,model_card,verified,True,"{""effort"": ""max (98304 generation tokens)"", ""harness"": ""official (in-house SWE-agent-derived for SWE-Bench)"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg@10 coding, avg@3 vision)"", ""temperature"": ""1.0"", ""tools"": ""none (per-bench override)""}",Kimi K2.6 model card (HF moonshotai/Kimi-K2.6) Evaluation table: BabyVision 39.8,0,True
+kimi-k2.6,Kimi K2.6,Moonshot AI,babyvision,BabyVision,Multimodal,% accuracy,39.8,https://huggingface.co/moonshotai/Kimi-K2.6,model_card,verified,True,"{""effort"": ""max (98304 generation tokens)"", ""harness"": ""official (in-house SWE-agent-derived for SWE-Bench)"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg@10 coding, avg@3 vision)"", ""temperature"": ""1.0"", ""tools"": ""none (per-bench override)""}",Kimi K2.6 model card (HF moonshotai/Kimi-K2.6) Evaluation table: BabyVision 39.8,0,True
 kimi-k2.6,Kimi K2.6,Moonshot AI,browsecomp,BrowseComp,Agentic,% correct,83.2,https://huggingface.co/deepseek-ai/DeepSeek-V4-Pro,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic""}",DeepSeek V4-Pro model card (third-party): kimi-k2.6 (per their own canonical config) = 83.2.,0,True
-kimi-k2.6,Kimi K2.6,Moonshot AI,charxiv_reasoning,CharXiv Reasoning,Multimodal,% correct (no tools),80.4,https://huggingface.co/moonshotai/Kimi-K2.6,model_card,verified,True,"{""effort"": ""max (98304 generation tokens)"", ""harness"": ""official (in-house SWE-agent-derived for SWE-Bench)"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg@10 coding, avg@3 vision)"", ""temperature"": ""1.0"", ""tools"": ""none (per-bench override)""}",Kimi K2.6 model card (HF moonshotai/Kimi-K2.6) Evaluation table: CharXiv RQ 80.4,0,True
+kimi-k2.6,Kimi K2.6,Moonshot AI,charxiv_reasoning,CharXiv Reasoning,Multimodal,% accuracy,80.4,https://huggingface.co/moonshotai/Kimi-K2.6,model_card,verified,True,"{""effort"": ""max (98304 generation tokens)"", ""harness"": ""official (in-house SWE-agent-derived for SWE-Bench)"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg@10 coding, avg@3 vision)"", ""temperature"": ""1.0"", ""tools"": ""none (per-bench override)""}",Kimi K2.6 model card (HF moonshotai/Kimi-K2.6) Evaluation table: CharXiv RQ 80.4,0,True
 kimi-k2.6,Kimi K2.6,Moonshot AI,chinese_simpleqa,Chinese-SimpleQA,Knowledge,%,75.9,https://huggingface.co/deepseek-ai/DeepSeek-V4-Pro,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V4-Pro model card (third-party): kimi-k2.6 (per their own canonical config) = 75.9.,0,True
 kimi-k2.6,Kimi K2.6,Moonshot AI,claw_eval_pass3,Claw Eval (pass^3),Agentic,,62.3,https://huggingface.co/moonshotai/Kimi-K2.6,model_card,verified,True,"{""effort"": ""max (98304 generation tokens)"", ""harness"": ""official (in-house SWE-agent-derived for SWE-Bench)"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg@10 coding, avg@3 vision)"", ""temperature"": ""1.0"", ""tools"": ""none (per-bench override)""}",Kimi K2.6 model card (HF moonshotai/Kimi-K2.6) Evaluation table: Claw Eval pass^3 62.3,0,False
 kimi-k2.6,Kimi K2.6,Moonshot AI,deepsearchqa_acc,DeepSearchQA (Accuracy),Search Agent,%,83.0,https://huggingface.co/moonshotai/Kimi-K2.6,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""agentic""}",Kimi K2.6 model card: kimi-k2.6=83.0.,0,True
@@ -3510,7 +3510,7 @@ kimi-k2.6,Kimi K2.6,Moonshot AI,gdpval_aa_elo,GDPval (Artificial Analysis ELO),K
 kimi-k2.6,Kimi K2.6,Moonshot AI,gpqa_diamond,GPQA Diamond,Science,% correct,90.5,https://huggingface.co/deepseek-ai/DeepSeek-V4-Pro,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V4-Pro model card (third-party): kimi-k2.6 (per their own canonical config) = 90.5.,0,True
 kimi-k2.6,Kimi K2.6,Moonshot AI,gpqa_main,GPQA Main (full set),Science,,90.5,https://llm-stats.com/benchmarks/gpqa,third_party_aggregator,verified_third_party,True,"{""context"": ""262144 (256K)"", ""effort"": ""max (98304 generation tokens)"", ""harness"": ""official (in-house SWE-agent-derived for SWE-Bench)"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per Kimi K2.6 model card (HF moonshotai/Kimi-K2.6). Thinking mode, max effort, t=1.0 top_p=1.0."", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg@10 coding, avg@3 vision)"", ""temperature"": ""1.0"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=Kimi K2.6, slug=kimi-k2.6, provider=Moonshot AI",0,True
 kimi-k2.6,Kimi K2.6,Moonshot AI,hle,HLE (Humanity's Last Exam),Reasoning,% correct,36.4,https://huggingface.co/deepseek-ai/DeepSeek-V4-Pro,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V4-Pro model card (third-party): kimi-k2.6 (per their own canonical config) = 36.4.,1,True
-kimi-k2.6,Kimi K2.6,Moonshot AI,hle_text,HLE Text,Search Agent,%,36.4,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,True,"{""context"": ""262144 (256K)"", ""effort"": ""max (98304 generation tokens)"", ""harness"": ""official (in-house SWE-agent-derived for SWE-Bench)"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per Kimi K2.6 model card (HF moonshotai/Kimi-K2.6). Thinking mode, max effort, t=1.0 top_p=1.0."", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg@10 coding, avg@3 vision)"", ""temperature"": ""1.0"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=Kimi K2.6, slug=kimi-k2.6, provider=Moonshot AI",0,True
+kimi-k2.6,Kimi K2.6,Moonshot AI,hle_text,HLE Text,Reasoning,%,36.4,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,True,"{""context"": ""262144 (256K)"", ""effort"": ""max (98304 generation tokens)"", ""harness"": ""official (in-house SWE-agent-derived for SWE-Bench)"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per Kimi K2.6 model card (HF moonshotai/Kimi-K2.6). Thinking mode, max effort, t=1.0 top_p=1.0."", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg@10 coding, avg@3 vision)"", ""temperature"": ""1.0"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=Kimi K2.6, slug=kimi-k2.6, provider=Moonshot AI",0,True
 kimi-k2.6,Kimi K2.6,Moonshot AI,hmmt_feb_2026,HMMT Feb 2026,Math,% correct (pass@1),92.7,https://huggingface.co/moonshotai/Kimi-K2.6,model_card,verified,True,"{""effort"": ""max (98304 generation tokens)"", ""harness"": ""official (in-house SWE-agent-derived for SWE-Bench)"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg@10 coding, avg@3 vision)"", ""temperature"": ""1.0"", ""tools"": ""none (per-bench override)""}",Kimi K2.6 model card (HF moonshotai/Kimi-K2.6) Evaluation table: HMMT 2026 Feb 92.7,0,True
 kimi-k2.6,Kimi K2.6,Moonshot AI,imo_answerbench,IMO-AnswerBench,Math,,86.0,https://huggingface.co/deepseek-ai/DeepSeek-V4-Pro,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V4-Pro model card (third-party): kimi-k2.6 (per their own canonical config) = 86.0.,0,True
 kimi-k2.6,Kimi K2.6,Moonshot AI,livecodebench,LiveCodeBench,Coding,pass@1 %,89.6,https://huggingface.co/deepseek-ai/DeepSeek-V4-Pro,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V4-Pro model card (third-party): kimi-k2.6 (per their own canonical config) = 89.6.,0,True
@@ -3518,10 +3518,10 @@ kimi-k2.6,Kimi K2.6,Moonshot AI,livecodebench_v6,LiveCodeBench v6,Coding,%,89.6,
 kimi-k2.6,Kimi K2.6,Moonshot AI,matharena_apex_2025,MathArena Apex 2025,Math,% correct,24.0,https://huggingface.co/deepseek-ai/DeepSeek-V4-Pro,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V4-Pro model card (third-party): kimi-k2.6 (per their own canonical config) = 24.0.,0,True
 kimi-k2.6,Kimi K2.6,Moonshot AI,mathvision,MathVision,Math,% correct,87.4,https://huggingface.co/moonshotai/Kimi-K2.6,model_card,verified,True,"{""effort"": ""max (98304 generation tokens)"", ""harness"": ""official (in-house SWE-agent-derived for SWE-Bench)"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg@10 coding, avg@3 vision)"", ""temperature"": ""1.0"", ""tools"": ""none (per-bench override)""}",Kimi K2.6 model card (HF moonshotai/Kimi-K2.6) Evaluation table: MathVision 87.4,0,True
 kimi-k2.6,Kimi K2.6,Moonshot AI,mcpatlas,MCPAtlas Public,Agentic,% correct (pass@1),66.6,https://huggingface.co/deepseek-ai/DeepSeek-V4-Pro,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic""}",DeepSeek V4-Pro model card (third-party): kimi-k2.6 (per their own canonical config) = 66.6.,0,True
-kimi-k2.6,Kimi K2.6,Moonshot AI,mcpmark,MCPMark,Agentic,,55.9,https://huggingface.co/moonshotai/Kimi-K2.6,model_card,verified,True,"{""effort"": ""max (98304 generation tokens)"", ""harness"": ""official (in-house SWE-agent-derived for SWE-Bench)"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg@10 coding, avg@3 vision)"", ""temperature"": ""1.0"", ""tools"": ""none (per-bench override)""}",Kimi K2.6 model card (HF moonshotai/Kimi-K2.6) Evaluation table: MCPMark 55.9,0,True
+kimi-k2.6,Kimi K2.6,Moonshot AI,mcpmark,MCPMark,Agentic,% success (pass@1),55.9,https://huggingface.co/moonshotai/Kimi-K2.6,model_card,verified,True,"{""effort"": ""max (98304 generation tokens)"", ""harness"": ""official (in-house SWE-agent-derived for SWE-Bench)"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg@10 coding, avg@3 vision)"", ""temperature"": ""1.0"", ""tools"": ""none (per-bench override)""}",Kimi K2.6 model card (HF moonshotai/Kimi-K2.6) Evaluation table: MCPMark 55.9,0,True
 kimi-k2.6,Kimi K2.6,Moonshot AI,mmlu_pro,MMLU-Pro,Knowledge,% correct,87.1,https://huggingface.co/deepseek-ai/DeepSeek-V4-Pro,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V4-Pro model card (third-party): kimi-k2.6 (per their own canonical config) = 87.1.,0,True
 kimi-k2.6,Kimi K2.6,Moonshot AI,mmmu_pro,MMMU-Pro,Multimodal,% correct,79.4,https://huggingface.co/moonshotai/Kimi-K2.6,model_card,verified,True,"{""effort"": ""max (98304 generation tokens)"", ""harness"": ""official (in-house SWE-agent-derived for SWE-Bench)"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg@10 coding, avg@3 vision)"", ""temperature"": ""1.0"", ""tools"": ""none (per-bench override)""}",Kimi K2.6 model card (HF moonshotai/Kimi-K2.6) Evaluation table: MMMU-Pro 79.4,0,True
-kimi-k2.6,Kimi K2.6,Moonshot AI,ojbench,OJBench,Coding,,60.6,https://huggingface.co/moonshotai/Kimi-K2.6,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",Kimi K2.6 model card: kimi-k2.6=60.6.,0,True
+kimi-k2.6,Kimi K2.6,Moonshot AI,ojbench,OJBench,Coding,%,60.6,https://huggingface.co/moonshotai/Kimi-K2.6,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""none""}",Kimi K2.6 model card: kimi-k2.6=60.6.,0,True
 kimi-k2.6,Kimi K2.6,Moonshot AI,osworld,OSWorld,Agentic,% success,73.1,https://huggingface.co/moonshotai/Kimi-K2.6,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""agentic""}",Kimi K2.6 model card: kimi-k2.6=73.1.,0,True
 kimi-k2.6,Kimi K2.6,Moonshot AI,scicode,SciCode,Coding,% correct,52.2,https://huggingface.co/moonshotai/Kimi-K2.6,model_card,verified,True,"{""effort"": ""max (98304 generation tokens)"", ""harness"": ""official (in-house SWE-agent-derived for SWE-Bench)"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg@10 coding, avg@3 vision)"", ""temperature"": ""1.0"", ""tools"": ""none (per-bench override)""}",Kimi K2.6 model card (HF moonshotai/Kimi-K2.6) Evaluation table: SciCode 52.2,0,True
 kimi-k2.6,Kimi K2.6,Moonshot AI,simpleqa_verified,SimpleQA-Verified,Knowledge,% correct (pass@1),36.9,https://huggingface.co/deepseek-ai/DeepSeek-V4-Pro,model_card,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V4-Pro model card (third-party): kimi-k2.6 (per their own canonical config) = 36.9.,0,True
@@ -3560,7 +3560,7 @@ llama-3.1-405b-instruct,LLaMA-3.1 405B Instruct,Meta,chinese_simpleqa,Chinese-Si
 llama-3.1-405b-instruct,LLaMA-3.1 405B Instruct,Meta,cluewsc,CLUEWSC,Chinese,%,84.7,https://arxiv.org/abs/2412.19437,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3 paper Table 6: llama-3.1-405b-instruct=84.7.,0,True
 llama-3.1-405b-instruct,LLaMA-3.1 405B Instruct,Meta,cnmo_2024,CNMO 2024,Math,%,6.8,https://arxiv.org/abs/2412.19437,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3 paper Table 6: llama-3.1-405b-instruct=6.8.,0,True
 llama-3.1-405b-instruct,LLaMA-3.1 405B Instruct,Meta,drop,DROP,Reasoning,%,88.7,https://arxiv.org/abs/2412.19437,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3 paper Table 6: llama-3.1-405b-instruct=88.7.,0,True
-llama-3.1-405b-instruct,LLaMA-3.1 405B Instruct,Meta,frames,Frames,Agentic search,,70.0,https://arxiv.org/abs/2412.19437,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3 paper Table 6: llama-3.1-405b-instruct=70.0.,0,True
+llama-3.1-405b-instruct,LLaMA-3.1 405B Instruct,Meta,frames,Frames,Agentic search,%,70.0,https://arxiv.org/abs/2412.19437,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3 paper Table 6: llama-3.1-405b-instruct=70.0.,0,True
 llama-3.1-405b-instruct,LLaMA-3.1 405B Instruct,Meta,gpqa_diamond,GPQA Diamond,Science,% correct,51.1,https://arxiv.org/abs/2412.19437,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3 paper Table 6: llama-3.1-405b-instruct=51.1.,0,True
 llama-3.1-405b-instruct,LLaMA-3.1 405B Instruct,Meta,gpqa_main,GPQA Main (full set),Science,,49.0,https://cohere.com/research/papers/command-a-technical-report.pdf,tech_report,verified,False,"{""effort"": ""n/a"", ""harness"": ""Cohere internal eval"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","Command A paper (llama-3.1-405b-instruct column): gpqa=49.0. Third-party Cohere reproduction, mc=false.",0,True
 llama-3.1-405b-instruct,LLaMA-3.1 405B Instruct,Meta,gsm8k,GSM8K,Math,% correct,96.8,https://llm-stats.com/benchmarks/gsm8k,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""notes"": ""Per DeepSeek V3 paper Table 6."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","llm-stats.com row: model=Llama 3.1 405B Instruct, slug=llama-3.1-405b-instruct, provider=Meta",0,True
@@ -3651,7 +3651,7 @@ llama-3.3-70b-instruct,Llama-3.3-70B-Instruct,Meta,livecodebench,LiveCodeBench,C
 llama-3.3-70b-instruct,Llama-3.3-70B-Instruct,Meta,math,MATH,Math,,71.8,https://arxiv.org/abs/2501.00656,tech_report,verified,False,"{""effort"": ""n/a"", ""harness"": ""OLMES"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","OLMo 2 paper Table 7 Instruct (llama-3.3-70b-instruct column): math=71.8. Third-party Allen AI self-test, mc=false.",1,True
 llama-3.3-70b-instruct,Llama-3.3-70B-Instruct,Meta,math_500,MATH-500,Math,% correct,66.31,https://arxiv.org/abs/2412.08905,tech_report,verified,False,"{""effort"": ""unknown"", ""harness"": ""Microsoft Phi internal eval"", ""judge"": ""rule-based"", ""mode"": ""unknown"", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","Phi-4 paper Table 1 baseline (llama-3.3-70b-instruct column): math_500=66.31. Third-party Microsoft self-test, mc=false.",0,True
 llama-3.3-70b-instruct,Llama-3.3-70B-Instruct,Meta,mbpp_plus,MBPP+,Coding,,84.4,https://cohere.com/research/papers/command-a-technical-report.pdf,tech_report,verified,False,"{""effort"": ""n/a"", ""harness"": ""Cohere internal eval"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","Command A paper (llama-3.3-70b-instruct column): mbpp_plus=84.4. Third-party Cohere reproduction, mc=false.",1,True
-llama-3.3-70b-instruct,Llama-3.3-70B-Instruct,Meta,mgsm,MGSM,Math,%,89.1,https://arxiv.org/abs/2412.08905,tech_report,verified,False,"{""effort"": ""unknown"", ""harness"": ""Microsoft Phi internal eval"", ""judge"": ""rule-based"", ""mode"": ""unknown"", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","Phi-4 paper Table 1 baseline (llama-3.3-70b-instruct column): mgsm=89.1. Third-party Microsoft self-test, mc=false.",0,True
+llama-3.3-70b-instruct,Llama-3.3-70B-Instruct,Meta,mgsm,MGSM,Math,exact match (%),89.1,https://arxiv.org/abs/2412.08905,tech_report,verified,False,"{""effort"": ""unknown"", ""harness"": ""Microsoft Phi internal eval"", ""judge"": ""rule-based"", ""mode"": ""unknown"", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","Phi-4 paper Table 1 baseline (llama-3.3-70b-instruct column): mgsm=89.1. Third-party Microsoft self-test, mc=false.",0,True
 llama-3.3-70b-instruct,Llama-3.3-70B-Instruct,Meta,mmlu,MMLU,Knowledge,% correct,86.3,https://arxiv.org/abs/2412.08905,tech_report,verified,False,"{""effort"": ""unknown"", ""harness"": ""Microsoft Phi internal eval"", ""judge"": ""rule-based"", ""mode"": ""unknown"", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","Phi-4 paper Table 1 baseline (llama-3.3-70b-instruct column): mmlu=86.3. Third-party Microsoft self-test, mc=false.",3,False
 llama-3.3-70b-instruct,Llama-3.3-70B-Instruct,Meta,mmlu_pro,MMLU-Pro,Knowledge,% correct,64.4,https://arxiv.org/abs/2412.08905,tech_report,verified,False,"{""effort"": ""unknown"", ""harness"": ""Microsoft Phi internal eval"", ""judge"": ""rule-based"", ""mode"": ""unknown"", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","Phi-4 paper Table 1 baseline (llama-3.3-70b-instruct column): mmlu_pro=64.4. Third-party Microsoft self-test, mc=false.",1,True
 llama-3.3-70b-instruct,Llama-3.3-70B-Instruct,Meta,ntrex,NTREX,Multilingual,,62.5,https://cohere.com/research/papers/command-a-technical-report.pdf,tech_report,verified,False,"{""effort"": ""n/a"", ""harness"": ""Cohere internal eval"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","Command A paper (llama-3.3-70b-instruct column): ntrex=62.5. Third-party Cohere reproduction, mc=false.",0,False
@@ -3693,7 +3693,7 @@ llama-4-maverick,Llama 4 Maverick,Meta,livecodebench_v6,LiveCodeBench v6,Coding,
 llama-4-maverick,Llama 4 Maverick,Meta,math,MATH,Math,,61.2,https://llm-stats.com/benchmarks/math,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""n/a"", ""harness"": ""official-meta"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""multimodal_input"": true, ""prompt_style"": ""zeroshot"", ""sampling"": ""pass@1"", ""temperature"": ""0.0"", ""tools"": ""none""}","llm-stats.com row: model=Llama 4 Maverick, slug=llama-4-maverick, provider=Meta",0,True
 llama-4-maverick,Llama 4 Maverick,Meta,math_500,MATH-500,Math,% correct,90.0,https://mistral.ai/news/mistral-medium-3,official_blog,verified,False,"{""effort"": ""n/a"", ""harness"": ""mistral-eval"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""0-shot"", ""sampling"": ""pass@1"", ""temperature"": ""0.0"", ""tools"": ""none""}",Mistral Medium 3 blog table: 90.0. Third-party self-test by Mistral (their internal eval pipeline).,0,True
 llama-4-maverick,Llama 4 Maverick,Meta,mathvista,MathVista,Math/Vision,%,73.7,https://llm-stats.com/benchmarks/mathvista,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""n/a"", ""harness"": ""official-meta"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""multimodal_input"": true, ""prompt_style"": ""zeroshot"", ""sampling"": ""pass@1"", ""temperature"": ""0.0"", ""tools"": ""none""}","llm-stats.com row: model=Llama 4 Maverick, slug=llama-4-maverick, provider=Meta",0,True
-llama-4-maverick,Llama 4 Maverick,Meta,mgsm,MGSM,Math,%,92.3,https://llm-stats.com/benchmarks/mgsm,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""n/a"", ""harness"": ""official-meta"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""multimodal_input"": true, ""prompt_style"": ""zeroshot"", ""sampling"": ""pass@1"", ""temperature"": ""0.0"", ""tools"": ""none""}","llm-stats.com row: model=Llama 4 Maverick, slug=llama-4-maverick, provider=Meta",0,True
+llama-4-maverick,Llama 4 Maverick,Meta,mgsm,MGSM,Math,exact match (%),92.3,https://llm-stats.com/benchmarks/mgsm,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""n/a"", ""harness"": ""official-meta"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""multimodal_input"": true, ""prompt_style"": ""zeroshot"", ""sampling"": ""pass@1"", ""temperature"": ""0.0"", ""tools"": ""none""}","llm-stats.com row: model=Llama 4 Maverick, slug=llama-4-maverick, provider=Meta",0,True
 llama-4-maverick,Llama 4 Maverick,Meta,mmlu,MMLU,Knowledge,% correct,85.5,https://huggingface.co/meta-llama/Llama-4-Maverick-17B-128E-Instruct,model_card,verified,False,"{""harness"": ""official-meta"", ""judge"": ""rule-based"", ""prompt_style"": ""5-shot pre-train"", ""sampling"": ""pass@1"", ""temperature"": ""0.0""}",Pre-train 5-shot MMLU per HF/GitHub model card. BP previously had 88.6 (likely confused with MMLU-Pro).,0,False
 llama-4-maverick,Llama 4 Maverick,Meta,mmlu_pro,MMLU-Pro,Knowledge,% correct,80.5,https://huggingface.co/meta-llama/Llama-4-Maverick-17B-128E-Instruct,model_card,verified,True,"{""harness"": ""official-meta"", ""judge"": ""rule-based"", ""prompt_style"": ""zeroshot"", ""sampling"": ""pass@1"", ""temperature"": ""0.0""}",Instruction-tuned 0-shot MMLU-Pro per HF/GitHub model card and Meta blog comparison table.,1,True
 llama-4-maverick,Llama 4 Maverick,Meta,mmmu,MMMU,Multimodal,% correct,73.4,https://huggingface.co/meta-llama/Llama-4-Maverick-17B-128E-Instruct,model_card,verified,True,"{""harness"": ""official-meta"", ""judge"": ""rule-based"", ""prompt_style"": ""zeroshot"", ""sampling"": ""pass@1"", ""temperature"": ""0.0""}",Instruction-tuned MMMU per HF/GitHub model card and Meta blog comparison table.,1,True
@@ -3720,7 +3720,7 @@ llama-4-scout,Llama 4 Scout,Meta,livecodebench,LiveCodeBench,Coding,pass@1 %,32.
 llama-4-scout,Llama 4 Scout,Meta,math,MATH,Math,,50.3,https://llm-stats.com/benchmarks/math,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""n/a"", ""harness"": ""official-meta"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""multimodal_input"": true, ""prompt_style"": ""zeroshot"", ""sampling"": ""pass@1"", ""temperature"": ""0.0"", ""tools"": ""none""}","llm-stats.com row: model=Llama 4 Scout, slug=llama-4-scout, provider=Meta",0,False
 llama-4-scout,Llama 4 Scout,Meta,math_500,MATH-500,Math,% correct,83.0,,,dropped,False,{},"Not in Meta blog, HF model card, or GitHub MODEL_CARD. Need third-party source or drop. | RESOLVED: dropped after audit — original ref was bogus blog URL, secondary blog, or unverifiable JS-rendered Meta product page.",0,False
 llama-4-scout,Llama 4 Scout,Meta,mathvista,MathVista,Math/Vision,%,70.7,https://llm-stats.com/benchmarks/mathvista,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""n/a"", ""harness"": ""official-meta"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""multimodal_input"": true, ""prompt_style"": ""zeroshot"", ""sampling"": ""pass@1"", ""temperature"": ""0.0"", ""tools"": ""none""}","llm-stats.com row: model=Llama 4 Scout, slug=llama-4-scout, provider=Meta",0,False
-llama-4-scout,Llama 4 Scout,Meta,mgsm,MGSM,Math,%,90.6,https://llm-stats.com/benchmarks/mgsm,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""n/a"", ""harness"": ""official-meta"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""multimodal_input"": true, ""prompt_style"": ""zeroshot"", ""sampling"": ""pass@1"", ""temperature"": ""0.0"", ""tools"": ""none""}","llm-stats.com row: model=Llama 4 Scout, slug=llama-4-scout, provider=Meta",0,False
+llama-4-scout,Llama 4 Scout,Meta,mgsm,MGSM,Math,exact match (%),90.6,https://llm-stats.com/benchmarks/mgsm,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""n/a"", ""harness"": ""official-meta"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""multimodal_input"": true, ""prompt_style"": ""zeroshot"", ""sampling"": ""pass@1"", ""temperature"": ""0.0"", ""tools"": ""none""}","llm-stats.com row: model=Llama 4 Scout, slug=llama-4-scout, provider=Meta",0,False
 llama-4-scout,Llama 4 Scout,Meta,mmlu,MMLU,Knowledge,% correct,79.6,https://huggingface.co/meta-llama/Llama-4-Scout-17B-16E-Instruct,model_card,verified,False,"{""harness"": ""official-meta"", ""judge"": ""rule-based"", ""prompt_style"": ""5-shot pre-train"", ""sampling"": ""pass@1"", ""temperature"": ""0.0""}",Pre-train 5-shot MMLU per HF/GitHub model card. BP previously had 88.5 (likely confused with MMLU-Pro).,0,False
 llama-4-scout,Llama 4 Scout,Meta,mmlu_pro,MMLU-Pro,Knowledge,% correct,74.3,https://huggingface.co/meta-llama/Llama-4-Scout-17B-16E-Instruct,model_card,verified,False,"{""harness"": ""official-meta"", ""judge"": ""rule-based"", ""prompt_style"": ""5-shot pre-train"", ""sampling"": ""pass@1"", ""temperature"": ""0.0""}",Instruction-tuned 0-shot MMLU-Pro per HF/GitHub model card and Meta blog comparison table.,0,False
 llama-4-scout,Llama 4 Scout,Meta,mmmu,MMMU,Multimodal,% correct,69.4,https://huggingface.co/meta-llama/Llama-4-Scout-17B-16E-Instruct,model_card,verified,True,"{""harness"": ""official-meta"", ""judge"": ""rule-based"", ""prompt_style"": ""zeroshot"", ""sampling"": ""pass@1"", ""temperature"": ""0.0""}",Instruction-tuned MMMU per HF/GitHub model card and Meta blog comparison table.,0,False
@@ -3744,7 +3744,7 @@ minicpm-sala,MiniCPM-SALA,OpenBMB,ifeval,IFEval,Instruction Following,% correct
 minicpm-sala,MiniCPM-SALA,OpenBMB,livecodebench_v5,LiveCodeBench v5,Coding,%,60.5,https://llm-stats.com/benchmarks/livecodebench-v5,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=MiniCPM-SALA, slug=minicpm-sala, provider=OpenBMB",0,False
 minicpm-sala,MiniCPM-SALA,OpenBMB,livecodebench_v6,LiveCodeBench v6,Coding,%,52.0,https://llm-stats.com/benchmarks/livecodebench-v6,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=MiniCPM-SALA, slug=minicpm-sala, provider=OpenBMB",0,False
 minicpm-sala,MiniCPM-SALA,OpenBMB,mmlu_pro,MMLU-Pro,Knowledge,% correct,67.0,https://llm-stats.com/benchmarks/mmlu-pro,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=MiniCPM-SALA, slug=minicpm-sala, provider=OpenBMB",0,False
-minicpm-sala,MiniCPM-SALA,OpenBMB,mt_aime_2024,MT-AIME2024,Math,,83.8,https://llm-stats.com/benchmarks/aime-2024,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=MiniCPM-SALA, slug=minicpm-sala, provider=OpenBMB",0,False
+minicpm-sala,MiniCPM-SALA,OpenBMB,mt_aime_2024,MT-AIME2024,Math,%,83.8,https://llm-stats.com/benchmarks/aime-2024,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=MiniCPM-SALA, slug=minicpm-sala, provider=OpenBMB",0,False
 minicpm-sala,MiniCPM-SALA,OpenBMB,ruler_128k,RULER 128K,Long Context,%,89.4,https://llm-stats.com/benchmarks/ruler-128k,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=MiniCPM-SALA, slug=minicpm-sala, provider=OpenBMB",0,False
 minimax-m2,MiniMax-M2,MiniMax,aa_intelligence_index,AA Intelligence Index,Composite,index score,61.0,https://huggingface.co/MiniMaxAI/MiniMax-M2,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",MiniMax M2 model card: minimax-m2=61.,0,True
 minimax-m2,MiniMax-M2,MiniMax,aa_lcr,AA Long Context Reasoning,Long Context,% correct,61.0,https://huggingface.co/MiniMaxAI/MiniMax-M2,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",MiniMax M2 model card: minimax-m2=61.,0,True
@@ -3761,18 +3761,18 @@ minimax-m2,MiniMax-M2,MiniMax,gaia,GAIA (text only),Agentic,%,75.7,https://huggi
 minimax-m2,MiniMax-M2,MiniMax,gpqa_diamond,GPQA Diamond,Science,% correct,77.7,https://huggingface.co/deepseek-ai/DeepSeek-V3.2/resolve/main/assets/paper.pdf,tech_report,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3.2 tech report Table 2: minimax-m2=77.7.,1,True
 minimax-m2,MiniMax-M2,MiniMax,gpqa_main,GPQA Main (full set),Science,,78.0,https://llm-stats.com/benchmarks/gpqa,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per MiniMax M2 model card."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=MiniMax M2, slug=minimax-m2, provider=MiniMax",0,True
 minimax-m2,MiniMax-M2,MiniMax,hle,HLE (Humanity's Last Exam),Reasoning,% correct,12.5,https://huggingface.co/deepseek-ai/DeepSeek-V3.2/resolve/main/assets/paper.pdf,tech_report,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3.2 tech report Table 2: minimax-m2=12.5.,0,True
-minimax-m2,MiniMax-M2,MiniMax,hle_text,HLE Text,Search Agent,%,12.5,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per MiniMax M2 model card."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=MiniMax M2, slug=minimax-m2, provider=MiniMax",0,True
+minimax-m2,MiniMax-M2,MiniMax,hle_text,HLE Text,Reasoning,%,12.5,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per MiniMax M2 model card."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=MiniMax M2, slug=minimax-m2, provider=MiniMax",0,True
 minimax-m2,MiniMax-M2,MiniMax,hle_tools,HLE (w/ tools),Reasoning & Knowledge,accuracy (%),31.8,https://huggingface.co/MiniMaxAI/MiniMax-M2,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""WebExplorer agent framework"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""search + python (text-only HLE subset)""}","MiniMax M2 model card Table 1: HLE (w/ tools)=31.8. Uses search tools + Python tool (Jupyter), text-only HLE subset.",0,True
 minimax-m2,MiniMax-M2,MiniMax,humaneval,HumanEval,Coding,pass@1 %,90.0,https://artificialanalysis.ai/articles/minimax-m2-benchmarks-and-analysis,,needs_review,,,Reference URL is AA article page for minimax-m2. AA model page shows humaneval=null for minimax-m2. Cannot verify 90.0% from AA source. AA does not appear to have independently tested humaneval for this model.,0,False
 minimax-m2,MiniMax-M2,MiniMax,ifbench,IFBench,Instruction Following,% correct,72.0,https://huggingface.co/MiniMaxAI/MiniMax-M2,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",MiniMax M2 model card: minimax-m2=72.,0,True
 minimax-m2,MiniMax-M2,MiniMax,ifeval,IFEval,Instruction Following,% correct (prompt strict),88.0,https://artificialanalysis.ai/models/minimax-m2,,needs_review,,,"Reference URL is AA model page (minimax-m2). AA uses field name ""ifbench"" (not ifeval); current value ifbench=0.723→72.3%. BP has 88.0% for ifeval. Major mismatch (15.7pp). Possible different benchmark/field or stale data. Current AA ifbench value: 72.3%.",0,False
 minimax-m2,MiniMax-M2,MiniMax,livecodebench,LiveCodeBench,Coding,pass@1 %,83.0,https://huggingface.co/deepseek-ai/DeepSeek-V3.2/resolve/main/assets/paper.pdf,tech_report,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3.2 tech report Table 2: minimax-m2=83.0.,0,True
 minimax-m2,MiniMax-M2,MiniMax,math_500,MATH-500,Math,% correct,97.0,https://artificialanalysis.ai/models/minimax-m2,,needs_review,,,"Reference URL is AA model page (minimax-m2), but AA shows math_500=null for minimax-m2. Cannot verify 97.0% from AA source.",0,False
-minimax-m2,MiniMax-M2,MiniMax,mcpmark,MCPMark,Agentic,,24.4,https://huggingface.co/deepseek-ai/DeepSeek-V3.2/resolve/main/assets/paper.pdf,tech_report,verified,False,"{""context"": ""128K"", ""effort"": ""default"", ""harness"": ""internal"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""agentic""}",DS V3.2 tech report Table 2: MiniMax-M2=24.4. DS uses internal MCP environment. Third-party self-test.,0,True
+minimax-m2,MiniMax-M2,MiniMax,mcpmark,MCPMark,Agentic,% success (pass@1),24.4,https://huggingface.co/deepseek-ai/DeepSeek-V3.2/resolve/main/assets/paper.pdf,tech_report,verified,False,"{""context"": ""128K"", ""effort"": ""default"", ""harness"": ""internal"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""1.0"", ""tools"": ""agentic""}",DS V3.2 tech report Table 2: MiniMax-M2=24.4. DS uses internal MCP environment. Third-party self-test.,0,True
 minimax-m2,MiniMax-M2,MiniMax,mmlu,MMLU,Knowledge,% correct,87.0,https://llm-stats.com/models/minimax-m2,,dropped,,,"DROPPED (R5h): random third-party blog/aggregator, no primary trail",0,False
 minimax-m2,MiniMax-M2,MiniMax,mmlu_pro,MMLU-Pro,Knowledge,% correct,82.0,https://huggingface.co/deepseek-ai/DeepSeek-V3.2/resolve/main/assets/paper.pdf,tech_report,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3.2 tech report Table 2: minimax-m2=82.0.,0,True
 minimax-m2,MiniMax-M2,MiniMax,mmmu,MMMU,Multimodal,% correct,75.0,https://llm-stats.com/models/minimax-m2,,dropped,,,"DROPPED (R5h): random third-party blog/aggregator, no primary trail",0,False
-minimax-m2,MiniMax-M2,MiniMax,multi_swe_bench,Multi-SWE-bench,Coding,,36.2,https://huggingface.co/MiniMaxAI/MiniMax-M2,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic (bash + edit)""}",MiniMax M2 model card: minimax-m2=36.2.,0,True
+minimax-m2,MiniMax-M2,MiniMax,multi_swe_bench,Multi-SWE-bench,Coding,%,36.2,https://huggingface.co/MiniMaxAI/MiniMax-M2,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic (bash + edit)""}",MiniMax M2 model card: minimax-m2=36.2.,0,True
 minimax-m2,MiniMax-M2,MiniMax,scicode,SciCode,Coding,% correct,36.0,https://huggingface.co/MiniMaxAI/MiniMax-M2,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",MiniMax M2 model card: minimax-m2=36.,0,True
 minimax-m2,MiniMax-M2,MiniMax,simpleqa,SimpleQA,Knowledge,% correct,40.0,https://artificialanalysis.ai/models/minimax-m2,,needs_review,,,Reference URL is AA model page (minimax-m2). AA does not publish SimpleQA scores; field is not present in AA model data for any model. Cannot verify from AA source. Original source needs identification.,0,False
 minimax-m2,MiniMax-M2,MiniMax,swe_bench_multilingual,SWE-bench Multilingual,Coding,% resolved,56.5,https://huggingface.co/deepseek-ai/DeepSeek-V3.2/resolve/main/assets/paper.pdf,tech_report,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic (bash + edit)""}",DeepSeek V3.2 tech report Table 2: minimax-m2=56.5.,0,True
@@ -3792,11 +3792,11 @@ minimax-m2.1,MiniMax M2.1,MiniMax,browsecomp,BrowseComp,Agentic,% correct,62.0,h
 minimax-m2.1,MiniMax M2.1,MiniMax,gpqa_diamond,GPQA Diamond,Science,% correct,83.0,https://huggingface.co/MiniMaxAI/MiniMax-M2.5,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",MiniMax M2.5 model card: minimax-m2.1=83.0.,0,True
 minimax-m2.1,MiniMax M2.1,MiniMax,gpqa_main,GPQA Main (full set),Science,,81.0,https://llm-stats.com/benchmarks/gpqa,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per MiniMax M2.5 model card (referenced as predecessor)."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=MiniMax M2.1, slug=minimax-m2.1, provider=MiniMax",0,True
 minimax-m2.1,MiniMax M2.1,MiniMax,hle,HLE (Humanity's Last Exam),Reasoning,% correct,22.2,https://huggingface.co/MiniMaxAI/MiniMax-M2.5,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",MiniMax M2.5 model card: minimax-m2.1=22.2.,0,True
-minimax-m2.1,MiniMax M2.1,MiniMax,hle_text,HLE Text,Search Agent,%,22.0,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per MiniMax M2.5 model card (referenced as predecessor)."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=MiniMax M2.1, slug=minimax-m2.1, provider=MiniMax",0,True
+minimax-m2.1,MiniMax M2.1,MiniMax,hle_text,HLE Text,Reasoning,%,22.0,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per MiniMax M2.5 model card (referenced as predecessor)."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=MiniMax M2.1, slug=minimax-m2.1, provider=MiniMax",0,True
 minimax-m2.1,MiniMax M2.1,MiniMax,ifbench,IFBench,Instruction Following,% correct,70.0,https://huggingface.co/MiniMaxAI/MiniMax-M2.5,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",MiniMax M2.5 model card: minimax-m2.1=70.0.,0,True
 minimax-m2.1,MiniMax M2.1,MiniMax,livecodebench,LiveCodeBench,Coding,pass@1 %,78.0,https://llm-stats.com/benchmarks/livecodebench,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per MiniMax M2.5 model card (referenced as predecessor)."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=MiniMax M2.1, slug=minimax-m2.1, provider=MiniMax",0,True
 minimax-m2.1,MiniMax M2.1,MiniMax,mmlu_pro,MMLU-Pro,Knowledge,% correct,88.0,https://llm-stats.com/benchmarks/mmlu-pro,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per MiniMax M2.5 model card (referenced as predecessor)."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=MiniMax M2.1, slug=minimax-m2.1, provider=MiniMax",0,True
-minimax-m2.1,MiniMax M2.1,MiniMax,multi_swe_bench,Multi-SWE-bench,Coding,,49.4,https://llm-stats.com/benchmarks/multi-swe-bench,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per MiniMax M2.5 model card (referenced as predecessor)."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=MiniMax M2.1, slug=minimax-m2.1, provider=MiniMax",0,True
+minimax-m2.1,MiniMax M2.1,MiniMax,multi_swe_bench,Multi-SWE-bench,Coding,%,49.4,https://llm-stats.com/benchmarks/multi-swe-bench,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per MiniMax M2.5 model card (referenced as predecessor)."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=MiniMax M2.1, slug=minimax-m2.1, provider=MiniMax",0,True
 minimax-m2.1,MiniMax M2.1,MiniMax,scicode,SciCode,Coding,% correct,41.0,https://huggingface.co/MiniMaxAI/MiniMax-M2.5,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",MiniMax M2.5 model card: minimax-m2.1=41.0.,0,True
 minimax-m2.1,MiniMax M2.1,MiniMax,swe_bench_multilingual,SWE-bench Multilingual,Coding,% resolved,72.5,https://llm-stats.com/benchmarks/swe-bench-multilingual,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per MiniMax M2.5 model card (referenced as predecessor)."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=MiniMax M2.1, slug=minimax-m2.1, provider=MiniMax",0,True
 minimax-m2.1,MiniMax M2.1,MiniMax,swe_bench_verified,SWE-bench Verified,Coding,% resolved,67.0,https://llm-stats.com/benchmarks/swe-bench-verified,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per MiniMax M2.5 model card (referenced as predecessor)."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=MiniMax M2.1, slug=minimax-m2.1, provider=MiniMax",0,True
@@ -3811,7 +3811,7 @@ minimax-m2.5,MiniMax-M2.5,MiniMax,browsecomp,BrowseComp,Agentic,% correct,76.3,h
 minimax-m2.5,MiniMax-M2.5,MiniMax,gpqa_diamond,GPQA Diamond,Science,% correct,85.2,https://huggingface.co/MiniMaxAI/MiniMax-M2.5,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",MiniMax M2.5 model card: minimax-m2.5=85.2.,0,False
 minimax-m2.5,MiniMax-M2.5,MiniMax,hle,HLE (Humanity's Last Exam),Reasoning,% correct,19.4,https://huggingface.co/MiniMaxAI/MiniMax-M2.5,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",MiniMax M2.5 model card: minimax-m2.5=19.4.,0,False
 minimax-m2.5,MiniMax-M2.5,MiniMax,ifbench,IFBench,Instruction Following,% correct,70.0,https://huggingface.co/MiniMaxAI/MiniMax-M2.5,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",MiniMax M2.5 model card: minimax-m2.5=70.0.,0,False
-minimax-m2.5,MiniMax-M2.5,MiniMax,multi_swe_bench,Multi-SWE-bench,Coding,,51.3,https://llm-stats.com/benchmarks/multi-swe-bench,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per MiniMax M2.5 model card."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=MiniMax M2.5, slug=minimax-m2.5, provider=MiniMax",0,False
+minimax-m2.5,MiniMax-M2.5,MiniMax,multi_swe_bench,Multi-SWE-bench,Coding,%,51.3,https://llm-stats.com/benchmarks/multi-swe-bench,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per MiniMax M2.5 model card."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=MiniMax M2.5, slug=minimax-m2.5, provider=MiniMax",0,False
 minimax-m2.5,MiniMax-M2.5,MiniMax,scicode,SciCode,Coding,% correct,44.4,https://huggingface.co/MiniMaxAI/MiniMax-M2.5,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",MiniMax M2.5 model card: minimax-m2.5=44.4.,0,False
 minimax-m2.5,MiniMax-M2.5,MiniMax,swe_bench_pro,SWE-bench Pro,Coding,% resolved,55.4,https://llm-stats.com/benchmarks/swe-bench-pro,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per MiniMax M2.5 model card."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=MiniMax M2.5, slug=minimax-m2.5, provider=MiniMax",0,False
 minimax-m2.5,MiniMax-M2.5,MiniMax,swe_bench_verified,SWE-bench Verified,Coding,% resolved,80.2,https://llm-stats.com/benchmarks/swe-bench-verified,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per MiniMax M2.5 model card."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none (per-bench override)""}","llm-stats.com row: model=MiniMax M2.5, slug=minimax-m2.5, provider=MiniMax",0,False
@@ -3823,7 +3823,7 @@ minimax-m2.7,MiniMax M2.7,MiniMax,hmmt_feb_2026,HMMT Feb 2026,Math,% correct (pa
 minimax-m2.7,MiniMax M2.7,MiniMax,hmmt_nov_2025,HMMT Nov 2025,Math,% correct,81.0,https://z.ai/blog/glm-5.1,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",GLM-5.1 blog: minimax-m2.7=81.0.,0,False
 minimax-m2.7,MiniMax M2.7,MiniMax,imo_answerbench,IMO-AnswerBench,Math,,66.3,https://z.ai/blog/glm-5.1,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",GLM-5.1 blog: minimax-m2.7=66.3.,0,False
 minimax-m2.7,MiniMax M2.7,MiniMax,mcpatlas,MCPAtlas Public,Agentic,% correct (pass@1),48.8,https://z.ai/blog/glm-5.1,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic""}",GLM-5.1 blog: minimax-m2.7=48.8.,0,False
-minimax-m2.7,MiniMax M2.7,MiniMax,multi_swe_bench,Multi-SWE-bench,Coding,,52.7,https://huggingface.co/MiniMaxAI/MiniMax-M2.7,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic (bash + edit)""}",MiniMax M2.7 model card: Multi-SWE-Bench=52.7.,0,False
+minimax-m2.7,MiniMax M2.7,MiniMax,multi_swe_bench,Multi-SWE-bench,Coding,%,52.7,https://huggingface.co/MiniMaxAI/MiniMax-M2.7,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic (bash + edit)""}",MiniMax M2.7 model card: Multi-SWE-Bench=52.7.,0,False
 minimax-m2.7,MiniMax M2.7,MiniMax,nl2repo_bench,NL2Repo-Bench,Repository Code,%,39.8,https://z.ai/blog/glm-5.1,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic (bash + edit)""}",GLM-5.1 blog: minimax-m2.7=39.8.,0,False
 minimax-m2.7,MiniMax M2.7,MiniMax,swe_bench_multilingual,SWE-bench Multilingual,Coding,% resolved,76.5,https://huggingface.co/MiniMaxAI/MiniMax-M2.7,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic (bash + edit)""}",MiniMax M2.7 model card: SWE-bench Multilingual=76.5.,0,False
 minimax-m2.7,MiniMax M2.7,MiniMax,swe_bench_pro,SWE-bench Pro,Coding,% resolved,56.2,https://z.ai/blog/glm-5.1,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic (bash + edit)""}",GLM-5.1 blog: minimax-m2.7=56.2.,0,False
@@ -3848,7 +3848,7 @@ ministral-8b,Ministral 8B Instruct 2410,Mistral,math,MATH,Math,,40.0,https://arx
 ministral-8b,Ministral 8B Instruct 2410,Mistral,mbpp_plus,MBPP+,Coding,,61.1,https://cohere.com/research/papers/command-a-technical-report.pdf,tech_report,verified,False,"{""effort"": ""n/a"", ""harness"": ""Cohere internal eval"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","Command A paper (ministral-8b column): mbpp_plus=61.1. Third-party Cohere reproduction, mc=false.",0,True
 ministral-8b,Ministral 8B Instruct 2410,Mistral,mmlu,MMLU,Knowledge,% correct,68.5,https://arxiv.org/abs/2501.00656,tech_report,verified,False,"{""effort"": ""n/a"", ""harness"": ""OLMES"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","OLMo 2 paper Table 7 Instruct (ministral-8b column): mmlu=68.5. Third-party Allen AI self-test, mc=false.",2,False
 ministral-8b,Ministral 8B Instruct 2410,Mistral,mmlu_pro,MMLU-Pro,Knowledge,% correct,43.0,https://cohere.com/research/papers/command-a-technical-report.pdf,tech_report,verified,False,"{""effort"": ""n/a"", ""harness"": ""Cohere internal eval"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","Command A paper (ministral-8b column): mmlu_pro=43.0. Third-party Cohere reproduction, mc=false.",0,True
-ministral-8b,Ministral 8B Instruct 2410,Mistral,mt_aime_2024,MT-AIME2024,Math,,86.0,https://llm-stats.com/benchmarks/aime-2024,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""n/a"", ""harness"": ""OLMES (Allen AI)"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""notes"": ""Per OLMo 2 paper Table 7 Instruct (instruction-tuned variant)."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","llm-stats.com row: model=Ministral 3 (8B Reasoning 2512), slug=ministral-8b-latest, provider=Mistral AI",0,True
+ministral-8b,Ministral 8B Instruct 2410,Mistral,mt_aime_2024,MT-AIME2024,Math,%,86.0,https://llm-stats.com/benchmarks/aime-2024,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""n/a"", ""harness"": ""OLMES (Allen AI)"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""notes"": ""Per OLMo 2 paper Table 7 Instruct (instruction-tuned variant)."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","llm-stats.com row: model=Ministral 3 (8B Reasoning 2512), slug=ministral-8b-latest, provider=Mistral AI",0,True
 ministral-8b,Ministral 8B Instruct 2410,Mistral,ntrex,NTREX,Multilingual,,36.8,https://cohere.com/research/papers/command-a-technical-report.pdf,tech_report,verified,False,"{""effort"": ""n/a"", ""harness"": ""Cohere internal eval"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","Command A paper (ministral-8b column): ntrex=36.8. Third-party Cohere reproduction, mc=false.",0,False
 ministral-8b,Ministral 8B Instruct 2410,Mistral,popqa,PopQA,QA,,20.2,https://arxiv.org/abs/2501.00656,tech_report,verified,False,"{""effort"": ""n/a"", ""harness"": ""OLMES"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","OLMo 2 paper Table 7 Instruct (ministral-8b column): popqa=20.2. Third-party Allen AI self-test, mc=false.",0,True
 ministral-8b,Ministral 8B Instruct 2410,Mistral,repoqa,RepoQA,Coding,,62.0,https://cohere.com/research/papers/command-a-technical-report.pdf,tech_report,verified,False,"{""effort"": ""n/a"", ""harness"": ""Cohere internal eval"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","Command A paper (ministral-8b column): repoqa=62.0. Third-party Cohere reproduction, mc=false.",0,True
@@ -3940,7 +3940,7 @@ mistral-small-3.1,Mistral Small 3.1,Mistral,mmmu_pro,MMMU-Pro,Multimodal,% corre
 mistral-small-3.1,Mistral Small 3.1,Mistral,simpleqa,SimpleQA,Knowledge,% correct,10.43,https://huggingface.co/mistralai/Mistral-Small-3.1-24B-Instruct-2503,model_card,verified,True,"{""harness"": ""mistral-eval"", ""judge"": ""rule-based"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""0.0""}",HF model card Table 1: SimpleQA TotalAcc = 10.43%. BP previously had 18 (secondary blog).,0,False
 mistral-small-3.1,Mistral Small 3.1,Mistral,swe_bench_verified,SWE-bench Verified,Coding,% resolved,28.0,,,dropped,False,{},Mistral does NOT report SWE-bench Verified in HF MC or blog. BP value 28 came from analyticsvidhya secondary blog.,0,False
 muse-spark,Muse Spark,Meta,arc_agi_2,ARC-AGI-2,Reasoning,% correct,42.5,https://ai.meta.com/blog/introducing-muse-spark-msl/,official_blog,verified,False,"{""effort"": ""default"", ""harness"": ""kaggle/arc-agi2"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""pass@2 to match competition setup; 120-prompt public set"", ""prompt_style"": ""default"", ""sampling"": ""pass@2"", ""temperature"": ""default"", ""tools"": ""none""}","Meta MSL blog: ARC-AGI-2 42.5, Thinking mode. 120 public-set prompts, pass@2. matches_canonical=false: canonical may be pass@1.",0,True
-muse-spark,Muse Spark,Meta,charxiv_reasoning,CharXiv Reasoning,Multimodal,% correct (no tools),86.4,https://ai.meta.com/blog/introducing-muse-spark-msl/,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""internal (Meta MSL)"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (single-pass)"", ""temperature"": ""default"", ""tools"": ""none""}","Meta MSL blog main table: CharXiv Reasoning 86.4, Thinking mode.",0,True
+muse-spark,Muse Spark,Meta,charxiv_reasoning,CharXiv Reasoning,Multimodal,% accuracy,86.4,https://ai.meta.com/blog/introducing-muse-spark-msl/,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""internal (Meta MSL)"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (single-pass)"", ""temperature"": ""default"", ""tools"": ""none""}","Meta MSL blog main table: CharXiv Reasoning 86.4, Thinking mode.",0,True
 muse-spark,Muse Spark,Meta,deepsearchqa_f1,DeepSearchQA (F1),Search Agent,%,74.8,https://ai.meta.com/blog/introducing-muse-spark-msl/,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""internal (Meta MSL)"", ""judge"": ""gpt-oss-120b (LLM-as-judge for F1)"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (single-pass)"", ""temperature"": ""default"", ""tools"": ""agentic (browser: search, open, find)""}","Meta MSL blog: DeepSearchQA F1 74.8, Thinking mode. Agentic browser tools, F1 metric.",0,False
 muse-spark,Muse Spark,Meta,erqa,ERQA,Vision,%,64.7,https://ai.meta.com/blog/introducing-muse-spark-msl/,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""internal (Meta MSL)"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (single-pass)"", ""temperature"": ""default"", ""tools"": ""none""}","Meta MSL blog main table: ERQA 64.7, Thinking mode. 925 questions with GPT-4.1-genai judge.",0,True
 muse-spark,Muse Spark,Meta,frontier_science_research,Frontier Science Research,Science,%,38.3,https://llm-stats.com/benchmarks/frontierscience-research,third_party_aggregator,verified_third_party,True,"{""effort"": ""default"", ""harness"": ""internal (Meta MSL)"", ""judge"": ""rule-based or gpt-oss-120b (per benchmark)"", ""mode"": ""thinking"", ""notes"": ""Per Meta MSL blog https://ai.meta.com/blog/introducing-muse-spark-msl/. Standard Thinking mode. Contemplating mode results flagged for review."", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (single-pass)"", ""temperature"": ""default"", ""tools"": ""none (per-benchmark override where tools are required)""}","llm-stats.com row: model=Muse Spark, slug=muse-spark, provider=Meta",0,False
@@ -3949,7 +3949,7 @@ muse-spark,Muse Spark,Meta,gpqa_diamond,GPQA Diamond,Science,% correct,89.5,http
 muse-spark,Muse Spark,Meta,gpqa_main,GPQA Main (full set),Science,,89.5,https://llm-stats.com/benchmarks/gpqa,third_party_aggregator,verified_third_party,True,"{""effort"": ""default"", ""harness"": ""internal (Meta MSL)"", ""judge"": ""rule-based or gpt-oss-120b (per benchmark)"", ""mode"": ""thinking"", ""notes"": ""Per Meta MSL blog https://ai.meta.com/blog/introducing-muse-spark-msl/. Standard Thinking mode. Contemplating mode results flagged for review."", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (single-pass)"", ""temperature"": ""default"", ""tools"": ""none (per-benchmark override where tools are required)""}","llm-stats.com row: model=Muse Spark, slug=muse-spark, provider=Meta",0,True
 muse-spark,Muse Spark,Meta,healthbench_hard,HealthBench Hard,Health,,42.8,https://ai.meta.com/blog/introducing-muse-spark-msl/,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""internal (Meta MSL)"", ""judge"": ""gpt-4.1-genai (LLM-as-judge)"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (single-pass)"", ""temperature"": ""default"", ""tools"": ""none""}","Meta MSL blog: HealthBench Hard 42.8, Thinking mode. 1,000 prompts, GPT-4.1-genai judge.",0,False
 muse-spark,Muse Spark,Meta,hle,HLE (Humanity's Last Exam),Reasoning,% correct,42.8,https://ai.meta.com/blog/introducing-muse-spark-msl/,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""internal (Meta MSL)"", ""judge"": ""gpt-o3-mini (LLM-as-judge)"", ""mode"": ""thinking"", ""notes"": ""No-tools variant. Full 2,500-question HLE dataset."", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (single-pass)"", ""temperature"": ""default"", ""tools"": ""none""}","Meta MSL blog: HLE (No Tools) 42.8, Thinking mode.",0,True
-muse-spark,Muse Spark,Meta,hle_text,HLE Text,Search Agent,%,58.4,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,True,"{""effort"": ""default"", ""harness"": ""internal (Meta MSL)"", ""judge"": ""rule-based or gpt-oss-120b (per benchmark)"", ""mode"": ""thinking"", ""notes"": ""Per Meta MSL blog https://ai.meta.com/blog/introducing-muse-spark-msl/. Standard Thinking mode. Contemplating mode results flagged for review."", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (single-pass)"", ""temperature"": ""default"", ""tools"": ""none (per-benchmark override where tools are required)""}","llm-stats.com row: model=Muse Spark, slug=muse-spark, provider=Meta",0,True
+muse-spark,Muse Spark,Meta,hle_text,HLE Text,Reasoning,%,58.4,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,True,"{""effort"": ""default"", ""harness"": ""internal (Meta MSL)"", ""judge"": ""rule-based or gpt-oss-120b (per benchmark)"", ""mode"": ""thinking"", ""notes"": ""Per Meta MSL blog https://ai.meta.com/blog/introducing-muse-spark-msl/. Standard Thinking mode. Contemplating mode results flagged for review."", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (single-pass)"", ""temperature"": ""default"", ""tools"": ""none (per-benchmark override where tools are required)""}","llm-stats.com row: model=Muse Spark, slug=muse-spark, provider=Meta",0,True
 muse-spark,Muse Spark,Meta,hle_tools,HLE (w/ tools),Reasoning & Knowledge,accuracy (%),50.4,https://ai.meta.com/blog/introducing-muse-spark-msl/,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""internal (Meta MSL)"", ""judge"": ""gpt-o3-mini (LLM-as-judge)"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (single-pass)"", ""temperature"": ""default"", ""tools"": ""bash + browser (blocklist: hf.co, kaggle, pwc, lmsys)""}","Meta MSL blog: HLE (With Tools) 50.4, Thinking mode. Bash and browser tools enabled per methodology.",0,True
 muse-spark,Muse Spark,Meta,livecodebench_pro,LiveCodeBench Pro (Elo),Coding,,80.0,https://llm-stats.com/benchmarks/livecodebench-pro,third_party_aggregator,verified_third_party,True,"{""effort"": ""default"", ""harness"": ""internal (Meta MSL)"", ""judge"": ""rule-based or gpt-oss-120b (per benchmark)"", ""mode"": ""thinking"", ""notes"": ""Per Meta MSL blog https://ai.meta.com/blog/introducing-muse-spark-msl/. Standard Thinking mode. Contemplating mode results flagged for review."", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (single-pass)"", ""temperature"": ""default"", ""tools"": ""none (per-benchmark override where tools are required)""}","llm-stats.com row: model=Muse Spark, slug=muse-spark, provider=Meta",0,False
 muse-spark,Muse Spark,Meta,medxpertqa_mm,MedXpertQA MM,Medical,,78.4,https://ai.meta.com/blog/introducing-muse-spark-msl/,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""internal (Meta MSL)"", ""judge"": ""gpt-oss-120b"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (single-pass)"", ""temperature"": ""default"", ""tools"": ""none""}","Meta MSL blog: MedXpertQA MM 78.4, Thinking mode. 2,000 multimodal medical questions.",0,False
@@ -4003,8 +4003,8 @@ o1-high,OpenAI o1 (high),OpenAI,aider_polyglot_diff,Aider Polyglot (diff mode),C
 o1-high,OpenAI o1 (high),OpenAI,aider_polyglot_whole,Aider Polyglot (whole mode),Coding,%,64.6,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic (bash + edit)""}",OpenAI GPT-4.1 blog: o1-high=64.6.,0,True
 o1-high,OpenAI o1 (high),OpenAI,aime_2024,AIME 2024,Math,% correct (pass@1),74.3,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: o1-high=74.3.,3,True
 o1-high,OpenAI o1 (high),OpenAI,aime_2025,AIME 2025,Math,% correct (pass@1),71.4,https://arxiv.org/abs/2504.21318,tech_report,verified,False,"{""effort"": ""unknown"", ""harness"": ""Microsoft Phi internal eval"", ""judge"": ""rule-based"", ""mode"": ""unknown"", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}",Phi-4-reasoning paper Table 1 (o1-high column): aime_2025=71.4,0,True
-o1-high,OpenAI o1 (high),OpenAI,charxiv_descriptive,CharXiv Descriptive,Vision,%,88.9,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: o1-high=88.9.,0,True
-o1-high,OpenAI o1 (high),OpenAI,charxiv_reasoning,CharXiv Reasoning,Multimodal,% correct (no tools),55.1,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: o1-high=55.1.,0,True
+o1-high,OpenAI o1 (high),OpenAI,charxiv_descriptive,CharXiv Descriptive,Vision,% accuracy,88.9,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: o1-high=88.9.,0,True
+o1-high,OpenAI o1 (high),OpenAI,charxiv_reasoning,CharXiv Reasoning,Multimodal,% accuracy,55.1,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: o1-high=55.1.,0,True
 o1-high,OpenAI o1 (high),OpenAI,codeforces_rating,Codeforces Rating,Coding,Elo rating,1891.0,https://arxiv.org/abs/2504.21318,tech_report,verified,False,"{""effort"": ""unknown"", ""harness"": ""Microsoft Phi internal eval"", ""judge"": ""rule-based"", ""mode"": ""unknown"", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}",Phi-4-reasoning paper Table 1 (o1-high column): codeforces_rating=1891,0,True
 o1-high,OpenAI o1 (high),OpenAI,collie,COLLIE,Instruction Following,%,95.3,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: o1-high=95.3.,0,True
 o1-high,OpenAI o1 (high),OpenAI,complexfuncbench,ComplexFuncBench,Tool Use,%,47.6,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic (function calling)""}",OpenAI GPT-4.1 blog: o1-high=47.6.,0,True
@@ -4023,12 +4023,12 @@ o1-high,OpenAI o1 (high),OpenAI,livebench,LiveBench,Composite,overall score,67.0
 o1-high,OpenAI o1 (high),OpenAI,livecodebench,LiveCodeBench,Coding,pass@1 %,63.4,https://arxiv.org/abs/2504.21318,tech_report,verified,False,"{""effort"": ""unknown"", ""harness"": ""Microsoft Phi internal eval"", ""judge"": ""rule-based"", ""mode"": ""unknown"", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}",Phi-4-reasoning paper Table 1 (o1-high column): livecodebench=63.4,0,True
 o1-high,OpenAI o1 (high),OpenAI,math,MATH,Math,,96.4,https://llm-stats.com/benchmarks/math,third_party_aggregator,verified_third_party,False,"{""effort"": ""default (o1 base, not high)""}","llm-stats.com row: model=o1, slug=o1-2024-12-17, provider=OpenAI",0,True
 o1-high,OpenAI o1 (high),OpenAI,mathvista,MathVista,Math/Vision,%,71.8,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: o1-high=71.8.,1,True
-o1-high,OpenAI o1 (high),OpenAI,mgsm,MGSM,Math,%,89.3,https://llm-stats.com/benchmarks/mgsm,third_party_aggregator,verified_third_party,False,"{""effort"": ""default (o1 base, not high)""}","llm-stats.com row: model=o1, slug=o1-2024-12-17, provider=OpenAI",0,True
+o1-high,OpenAI o1 (high),OpenAI,mgsm,MGSM,Math,exact match (%),89.3,https://llm-stats.com/benchmarks/mgsm,third_party_aggregator,verified_third_party,False,"{""effort"": ""default (o1 base, not high)""}","llm-stats.com row: model=o1, slug=o1-2024-12-17, provider=OpenAI",0,True
 o1-high,OpenAI o1 (high),OpenAI,mmlu,MMLU,Knowledge,% correct,91.8,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: o1-high=91.8.,1,False
 o1-high,OpenAI o1 (high),OpenAI,mmmlu,MMMLU,Knowledge,% correct,87.7,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: o1-high=87.7.,1,True
 o1-high,OpenAI o1 (high),OpenAI,mmmu,MMMU,Multimodal,% correct,77.6,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: o1-high=77.6.,2,True
 o1-high,OpenAI o1 (high),OpenAI,mrcr_v2_2needle_128k,"OpenAI MRCR v2 (2 needle, 128k)",Long Context,%,22.1,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: o1-high=22.1.,0,True
-o1-high,OpenAI o1 (high),OpenAI,mt_aime_2024,MT-AIME2024,Math,,74.3,https://llm-stats.com/benchmarks/aime-2024,third_party_aggregator,verified_third_party,False,"{""effort"": ""default (o1 base, not high)""}","llm-stats.com row: model=o1, slug=o1-2024-12-17, provider=OpenAI",0,True
+o1-high,OpenAI o1 (high),OpenAI,mt_aime_2024,MT-AIME2024,Math,%,74.3,https://llm-stats.com/benchmarks/aime-2024,third_party_aggregator,verified_third_party,False,"{""effort"": ""default (o1 base, not high)""}","llm-stats.com row: model=o1, slug=o1-2024-12-17, provider=OpenAI",0,True
 o1-high,OpenAI o1 (high),OpenAI,multi_if,Multi-IF,Instruction Following,%,77.9,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: o1-high=77.9.,0,True
 o1-high,OpenAI o1 (high),OpenAI,multichallenge,MultiChallenge,Instruction Following,%,44.9,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: o1-high=44.9.,0,True
 o1-high,OpenAI o1 (high),OpenAI,multichallenge_o3mini_grader,MultiChallenge (o3-mini grader),Instruction Following,%,52.9,https://openai.com/index/gpt-4-1/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-4.1 blog: o1-high=52.9.,0,True
@@ -4059,9 +4059,9 @@ o3-high,o3 (high),OpenAI,arc_agi_1,ARC-AGI-1,Reasoning,% correct,60.8,https://ar
 o3-high,o3 (high),OpenAI,arc_agi_2,ARC-AGI-2,Reasoning,% correct,6.5,https://arcprize.org/leaderboard,leaderboard,verified,True,"{""effort"": ""high"", ""harness"": ""official (arcprize.org)"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""sampling"": ""pass@1 (single-pass)"", ""system_type"": ""CoT"", ""tools"": ""none""}",arcprize.org leaderboard audit: o3 (High) on leaderboard,0,True
 o3-high,o3 (high),OpenAI,arena_hard,Arena-Hard Auto,Instruction Following,% win rate,85.9,https://llm-stats.com/benchmarks/arena-hard,,dropped,,,"DROPPED (R5h): random third-party blog/aggregator, no primary trail",0,False
 o3-high,o3 (high),OpenAI,browsecomp,BrowseComp,Agentic,% correct,49.7,https://www.helicone.ai/blog/o3-and-o4-mini-for-developers,,dropped,,,"DROPPED (R5h): random third-party blog/aggregator, no primary trail",1,False
-o3-high,o3 (high),OpenAI,browsecomp_long_context_128k,BrowseComp Long Context 128k,Long Context,%,88.3,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic""}",OpenAI GPT-5 dev blog: o3-high=88.3 (high reasoning effort).,0,True
+o3-high,o3 (high),OpenAI,browsecomp_long_context_128k,BrowseComp Long Context 128k,Long Context,% accuracy,88.3,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic""}",OpenAI GPT-5 dev blog: o3-high=88.3 (high reasoning effort).,0,True
 o3-high,o3 (high),OpenAI,brumo_2025,BRUMO 2025,Math,% correct (pass@1),95.83,https://matharena.ai/?comp=brumo--brumo_2025,leaderboard,verified,True,"""reasoning_effort:high""",,0,True
-o3-high,o3 (high),OpenAI,charxiv_reasoning,CharXiv Reasoning,Multimodal,% correct (no tools),78.6,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""with python tool (per OpenAI dev blog)"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""python tool""}",OpenAI GPT-5 dev blog: o3-high=78.6 (high reasoning effort).,0,True
+o3-high,o3 (high),OpenAI,charxiv_reasoning,CharXiv Reasoning,Multimodal,% accuracy,78.6,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""with python tool (per OpenAI dev blog)"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""python tool""}",OpenAI GPT-5 dev blog: o3-high=78.6 (high reasoning effort).,0,True
 o3-high,o3 (high),OpenAI,cmimc_2025,CMIMC 2025,Math,% correct (pass@1),79.38,https://matharena.ai/?comp=cmimc--cmimc_2025,leaderboard,verified,True,"""reasoning_effort:high""",,0,True
 o3-high,o3 (high),OpenAI,codeforces_rating,Codeforces Rating,Coding,Elo rating,2706.0,https://www.datacamp.com/blog/o4-mini,,dropped,,," [Dropped: DataCamp is a tutorial/learning platform aggregator, not primary source. Rule R5h-tutorial-blog.]",0,False
 o3-high,o3 (high),OpenAI,collie,COLLIE,Instruction Following,%,98.4,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-5 dev blog: o3-high=98.4 (high reasoning effort).,1,True
@@ -4075,7 +4075,7 @@ o3-high,o3 (high),OpenAI,gpqa_main,GPQA Main (full set),Science,,83.3,https://ll
 o3-high,o3 (high),OpenAI,graphwalks_bfs_0k_128k,GraphWalks BFS 0-128K,Long Context,%,77.3,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-5 dev blog: o3-high=77.3 (high reasoning effort).,0,True
 o3-high,o3 (high),OpenAI,graphwalks_parents_0k_128k,GraphWalks parents 0-128K,Long Context,%,72.9,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-5 dev blog: o3-high=72.9 (high reasoning effort).,0,True
 o3-high,o3 (high),OpenAI,hle,HLE (Humanity's Last Exam),Reasoning,% correct,20.2,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-5 dev blog: o3-high=20.2 (high reasoning effort).,1,True
-o3-high,o3 (high),OpenAI,hle_text,HLE Text,Search Agent,%,14.7,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,False,"{""effort"": ""default (o3 base, not high)""}","llm-stats.com row: model=o3, slug=o3-2025-04-16, provider=OpenAI",0,True
+o3-high,o3 (high),OpenAI,hle_text,HLE Text,Reasoning,%,14.7,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,False,"{""effort"": ""default (o3 base, not high)""}","llm-stats.com row: model=o3, slug=o3-2025-04-16, provider=OpenAI",0,True
 o3-high,o3 (high),OpenAI,hmmt_feb_2025,HMMT Feb 2025,Math,%,81.7,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-5 dev blog: o3-high=81.7 (high reasoning effort).,0,True
 o3-high,o3 (high),OpenAI,humaneval,HumanEval,Coding,pass@1 %,88.4,https://github.com/openai/simple-evals,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","openai/simple-evals README (no tools, [^10]): o3-high=88.4.",0,True
 o3-high,o3 (high),OpenAI,ifbench,IFBench,Instruction Following,% correct,69.3,https://github.com/allenai/IFBench,leaderboard,verified,True,"""IFBench score, 0-shot""","Source lists ""OpenAI o3"" without explicit effort level",0,True
@@ -4091,7 +4091,7 @@ o3-high,o3 (high),OpenAI,mmlu,MMLU,Knowledge,% correct,93.3,https://github.com/o
 o3-high,o3 (high),OpenAI,mmlu_pro,MMLU-Pro,Knowledge,% correct,85.9,https://huggingface.co/Qwen/Qwen3-235B-A22B-Thinking-2507,,dropped,,,,0,False
 o3-high,o3 (high),OpenAI,mmmu,MMMU,Multimodal,% correct,82.9,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-5 dev blog: o3-high=82.9 (high reasoning effort).,1,True
 o3-high,o3 (high),OpenAI,mmmu_pro,MMMU-Pro,Multimodal,% correct,76.4,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""avg across standard and vision sets"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-5 dev blog: o3-high=76.4 (high reasoning effort).,1,True
-o3-high,o3 (high),OpenAI,mt_aime_2024,MT-AIME2024,Math,,91.6,https://llm-stats.com/benchmarks/aime-2024,third_party_aggregator,verified_third_party,False,"{""effort"": ""default (o3 base, not high)""}","llm-stats.com row: model=o3, slug=o3-2025-04-16, provider=OpenAI",0,True
+o3-high,o3 (high),OpenAI,mt_aime_2024,MT-AIME2024,Math,%,91.6,https://llm-stats.com/benchmarks/aime-2024,third_party_aggregator,verified_third_party,False,"{""effort"": ""default (o3 base, not high)""}","llm-stats.com row: model=o3, slug=o3-2025-04-16, provider=OpenAI",0,True
 o3-high,o3 (high),OpenAI,multichallenge,MultiChallenge,Instruction Following,%,60.4,https://llm-stats.com/benchmarks/multichallenge,third_party_aggregator,verified_third_party,False,"{""effort"": ""default (o3 base, not high)""}","llm-stats.com row: model=o3, slug=o3-2025-04-16, provider=OpenAI",0,True
 o3-high,o3 (high),OpenAI,multichallenge_o3mini_grader,MultiChallenge (o3-mini grader),Instruction Following,%,60.4,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-5 dev blog: o3-high=60.4 (high reasoning effort).,0,True
 o3-high,o3 (high),OpenAI,simpleqa,SimpleQA,Knowledge,% correct,48.6,https://github.com/openai/simple-evals,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","openai/simple-evals README (no tools, [^10]): o3-high=48.6.",0,True
@@ -4157,9 +4157,9 @@ o4-mini-high,o4-mini (high),OpenAI,arc_agi_1,ARC-AGI-1,Reasoning,% correct,58.7,
 o4-mini-high,o4-mini (high),OpenAI,arc_agi_2,ARC-AGI-2,Reasoning,% correct,6.1,https://arcprize.org/leaderboard,leaderboard,verified,True,"{""effort"": ""high"", ""harness"": ""official (arcprize.org)"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""sampling"": ""pass@1 (single-pass)"", ""system_type"": ""CoT"", ""tools"": ""none""}",arcprize.org leaderboard audit: o4-mini (High) on leaderboard,0,True
 o4-mini-high,o4-mini (high),OpenAI,arena_hard,Arena-Hard Auto,Instruction Following,% win rate,79.1,https://llm-stats.com/benchmarks/arena-hard,,dropped,,,"DROPPED (R5h): random third-party blog/aggregator, no primary trail",0,False
 o4-mini-high,o4-mini (high),OpenAI,browsecomp,BrowseComp,Agentic,% correct,51.5,https://llm-stats.com/benchmarks/browsecomp,third_party_aggregator,verified_third_party,False,"{""effort"": ""default (o4-mini base, not high)""}","llm-stats.com row: model=o4-mini, slug=o4-mini, provider=OpenAI",0,True
-o4-mini-high,o4-mini (high),OpenAI,browsecomp_long_context_128k,BrowseComp Long Context 128k,Long Context,%,80.0,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic""}",OpenAI GPT-5 dev blog: o4-mini-high=80.0 (high reasoning effort).,0,True
+o4-mini-high,o4-mini (high),OpenAI,browsecomp_long_context_128k,BrowseComp Long Context 128k,Long Context,% accuracy,80.0,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic""}",OpenAI GPT-5 dev blog: o4-mini-high=80.0 (high reasoning effort).,0,True
 o4-mini-high,o4-mini (high),OpenAI,brumo_2025,BRUMO 2025,Math,% correct (pass@1),86.67,https://matharena.ai/?comp=brumo--brumo_2025,leaderboard,verified,True,"""reasoning_effort:high""",,0,True
-o4-mini-high,o4-mini (high),OpenAI,charxiv_reasoning,CharXiv Reasoning,Multimodal,% correct (no tools),72.0,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""with python tool (per OpenAI dev blog)"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""python tool""}",OpenAI GPT-5 dev blog: o4-mini-high=72.0 (high reasoning effort).,0,True
+o4-mini-high,o4-mini (high),OpenAI,charxiv_reasoning,CharXiv Reasoning,Multimodal,% accuracy,72.0,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""with python tool (per OpenAI dev blog)"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""python tool""}",OpenAI GPT-5 dev blog: o4-mini-high=72.0 (high reasoning effort).,0,True
 o4-mini-high,o4-mini (high),OpenAI,cmimc_2025,CMIMC 2025,Math,% correct (pass@1),84.38,https://matharena.ai/?comp=cmimc--cmimc_2025,leaderboard,verified,True,"""reasoning_effort:high""",,0,True
 o4-mini-high,o4-mini (high),OpenAI,codeforces_rating,Codeforces Rating,Coding,Elo rating,2719.0,https://www.datacamp.com/blog/o4-mini,,dropped,,," [Dropped: DataCamp is a tutorial/learning platform aggregator, not primary source. Rule R5h-tutorial-blog.]",0,False
 o4-mini-high,o4-mini (high),OpenAI,collie,COLLIE,Instruction Following,%,96.1,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-5 dev blog: o4-mini-high=96.1 (high reasoning effort).,0,True
@@ -4172,7 +4172,7 @@ o4-mini-high,o4-mini (high),OpenAI,gpqa_main,GPQA Main (full set),Science,,81.4,
 o4-mini-high,o4-mini (high),OpenAI,graphwalks_bfs_0k_128k,GraphWalks BFS 0-128K,Long Context,%,62.3,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-5 dev blog: o4-mini-high=62.3 (high reasoning effort).,0,True
 o4-mini-high,o4-mini (high),OpenAI,graphwalks_parents_0k_128k,GraphWalks parents 0-128K,Long Context,%,51.1,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-5 dev blog: o4-mini-high=51.1 (high reasoning effort).,0,True
 o4-mini-high,o4-mini (high),OpenAI,hle,HLE (Humanity's Last Exam),Reasoning,% correct,14.7,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-5 dev blog: o4-mini-high=14.7 (high reasoning effort).,1,True
-o4-mini-high,o4-mini (high),OpenAI,hle_text,HLE Text,Search Agent,%,14.7,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,False,"{""effort"": ""default (o4-mini base, not high)""}","llm-stats.com row: model=o4-mini, slug=o4-mini, provider=OpenAI",0,True
+o4-mini-high,o4-mini (high),OpenAI,hle_text,HLE Text,Reasoning,%,14.7,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,False,"{""effort"": ""default (o4-mini base, not high)""}","llm-stats.com row: model=o4-mini, slug=o4-mini, provider=OpenAI",0,True
 o4-mini-high,o4-mini (high),OpenAI,hmmt_feb_2025,HMMT Feb 2025,Math,%,85.0,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-5 dev blog: o4-mini-high=85.0 (high reasoning effort).,0,True
 o4-mini-high,o4-mini (high),OpenAI,humaneval,HumanEval,Coding,pass@1 %,99.3,https://github.com/openai/simple-evals,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","openai/simple-evals README (no tools, [^10]): o4-mini-high=99.3. Prior ref (rdworldonline) reported 98.5 — overwritten.",0,True
 o4-mini-high,o4-mini (high),OpenAI,ifeval,IFEval,Instruction Following,% correct (prompt strict),92.4,https://huggingface.co/Qwen/Qwen3-235B-A22B-Thinking-2507,model_card,verified,True,,,0,True
@@ -4187,7 +4187,7 @@ o4-mini-high,o4-mini (high),OpenAI,mmlu,MMLU,Knowledge,% correct,90.3,https://gi
 o4-mini-high,o4-mini (high),OpenAI,mmlu_pro,MMLU-Pro,Knowledge,% correct,81.9,https://huggingface.co/Qwen/Qwen3-235B-A22B-Thinking-2507,,dropped,,,,0,False
 o4-mini-high,o4-mini (high),OpenAI,mmmu,MMMU,Multimodal,% correct,81.6,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-5 dev blog: o4-mini-high=81.6 (high reasoning effort).,1,True
 o4-mini-high,o4-mini (high),OpenAI,mmmu_pro,MMMU-Pro,Multimodal,% correct,73.4,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""avg across standard and vision sets"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-5 dev blog: o4-mini-high=73.4 (high reasoning effort).,0,True
-o4-mini-high,o4-mini (high),OpenAI,mt_aime_2024,MT-AIME2024,Math,,93.4,https://llm-stats.com/benchmarks/aime-2024,third_party_aggregator,verified_third_party,False,"{""effort"": ""default (o4-mini base, not high)""}","llm-stats.com row: model=o4-mini, slug=o4-mini, provider=OpenAI",0,True
+o4-mini-high,o4-mini (high),OpenAI,mt_aime_2024,MT-AIME2024,Math,%,93.4,https://llm-stats.com/benchmarks/aime-2024,third_party_aggregator,verified_third_party,False,"{""effort"": ""default (o4-mini base, not high)""}","llm-stats.com row: model=o4-mini, slug=o4-mini, provider=OpenAI",0,True
 o4-mini-high,o4-mini (high),OpenAI,multichallenge,MultiChallenge,Instruction Following,%,43.0,https://llm-stats.com/benchmarks/multichallenge,third_party_aggregator,verified_third_party,False,"{""effort"": ""default (o4-mini base, not high)""}","llm-stats.com row: model=o4-mini, slug=o4-mini, provider=OpenAI",0,True
 o4-mini-high,o4-mini (high),OpenAI,multichallenge_o3mini_grader,MultiChallenge (o3-mini grader),Instruction Following,%,57.5,https://openai.com/index/introducing-gpt-5-for-developers/,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",OpenAI GPT-5 dev blog: o4-mini-high=57.5 (high reasoning effort).,0,True
 o4-mini-high,o4-mini (high),OpenAI,simpleqa,SimpleQA,Knowledge,% correct,19.3,https://github.com/openai/simple-evals,official_blog,verified,True,"{""effort"": ""high"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","openai/simple-evals README (no tools, [^10]): o4-mini-high=19.3.",0,True
@@ -4280,7 +4280,7 @@ phi-3-14b,Phi-3 Medium 14B,Microsoft,humaneval_plus,HumanEval+,Coding,,69.2,http
 phi-3-14b,Phi-3 Medium 14B,Microsoft,ifeval,IFEval,Instruction Following,% correct (prompt strict),57.9,https://arxiv.org/abs/2412.08905,tech_report,verified,False,"{""effort"": ""unknown"", ""harness"": ""Microsoft Phi internal eval"", ""judge"": ""rule-based"", ""mode"": ""unknown"", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","Phi-4 paper Table 1 baseline (phi-3-14b column): ifeval=57.9. Third-party Microsoft self-test, mc=false.",0,False
 phi-3-14b,Phi-3 Medium 14B,Microsoft,livebench,LiveBench,Composite,overall score,28.1,https://arxiv.org/abs/2412.08905,tech_report,verified,False,"{""effort"": ""unknown"", ""harness"": ""Microsoft Phi internal eval"", ""judge"": ""rule-based"", ""mode"": ""unknown"", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","Phi-4 paper Table 1 baseline (phi-3-14b column): livebench=28.1. Third-party Microsoft self-test, mc=false.",0,False
 phi-3-14b,Phi-3 Medium 14B,Microsoft,math_500,MATH-500,Math,% correct,44.6,https://arxiv.org/abs/2412.08905,tech_report,verified,False,"{""effort"": ""unknown"", ""harness"": ""Microsoft Phi internal eval"", ""judge"": ""rule-based"", ""mode"": ""unknown"", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","Phi-4 paper Table 1 baseline (phi-3-14b column): math_500=44.6. Third-party Microsoft self-test, mc=false.",0,False
-phi-3-14b,Phi-3 Medium 14B,Microsoft,mgsm,MGSM,Math,%,53.5,https://arxiv.org/abs/2412.08905,tech_report,verified,False,"{""effort"": ""unknown"", ""harness"": ""Microsoft Phi internal eval"", ""judge"": ""rule-based"", ""mode"": ""unknown"", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","Phi-4 paper Table 1 baseline (phi-3-14b column): mgsm=53.5. Third-party Microsoft self-test, mc=false.",0,False
+phi-3-14b,Phi-3 Medium 14B,Microsoft,mgsm,MGSM,Math,exact match (%),53.5,https://arxiv.org/abs/2412.08905,tech_report,verified,False,"{""effort"": ""unknown"", ""harness"": ""Microsoft Phi internal eval"", ""judge"": ""rule-based"", ""mode"": ""unknown"", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","Phi-4 paper Table 1 baseline (phi-3-14b column): mgsm=53.5. Third-party Microsoft self-test, mc=false.",0,False
 phi-3-14b,Phi-3 Medium 14B,Microsoft,mmlu,MMLU,Knowledge,% correct,77.9,https://arxiv.org/abs/2412.08905,tech_report,verified,False,"{""effort"": ""unknown"", ""harness"": ""Microsoft Phi internal eval"", ""judge"": ""rule-based"", ""mode"": ""unknown"", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","Phi-4 paper Table 1 baseline (phi-3-14b column): mmlu=77.9. Third-party Microsoft self-test, mc=false.",0,False
 phi-3-14b,Phi-3 Medium 14B,Microsoft,mmlu_pro,MMLU-Pro,Knowledge,% correct,51.3,https://arxiv.org/abs/2412.08905,tech_report,verified,False,"{""effort"": ""unknown"", ""harness"": ""Microsoft Phi internal eval"", ""judge"": ""rule-based"", ""mode"": ""unknown"", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","Phi-4 paper Table 1 baseline (phi-3-14b column): mmlu_pro=51.3. Third-party Microsoft self-test, mc=false.",0,False
 phi-3-14b,Phi-3 Medium 14B,Microsoft,simpleqa,SimpleQA,Knowledge,% correct,7.6,https://arxiv.org/abs/2412.08905,tech_report,verified,False,"{""effort"": ""unknown"", ""harness"": ""Microsoft Phi internal eval"", ""judge"": ""rule-based"", ""mode"": ""unknown"", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","Phi-4 paper Table 1 baseline (phi-3-14b column): simpleqa=7.6. Third-party Microsoft self-test, mc=false.",0,False
@@ -4292,7 +4292,7 @@ phi-3.5-mini-instruct,Phi-3.5-mini-instruct,Microsoft,gsm8k,GSM8K,Math,% correct
 phi-3.5-mini-instruct,Phi-3.5-mini-instruct,Microsoft,hellaswag,HellaSwag,Reasoning,%,69.4,https://llm-stats.com/benchmarks/hellaswag,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=Phi-3.5-mini-instruct, slug=phi-3.5-mini-instruct, provider=Microsoft",0,False
 phi-3.5-mini-instruct,Phi-3.5-mini-instruct,Microsoft,humaneval,HumanEval,Coding,pass@1 %,62.8,https://llm-stats.com/benchmarks/humaneval,third_party_aggregator,verified_third_party,,"{""harness"": ""unknown (llm-stats aggregator)"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Setting not disclosed by aggregator"", ""sampling"": ""unknown""}","From llm-stats.com HumanEval leaderboard (display name 'Phi-3.5-mini-instruct', rank 62, accessed 2026-04-29). Setting unknown.",0,False
 phi-3.5-mini-instruct,Phi-3.5-mini-instruct,Microsoft,math,MATH,Math,,48.5,https://llm-stats.com/benchmarks/math,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=Phi-3.5-mini-instruct, slug=phi-3.5-mini-instruct, provider=Microsoft",0,False
-phi-3.5-mini-instruct,Phi-3.5-mini-instruct,Microsoft,mgsm,MGSM,Math,%,47.9,https://llm-stats.com/benchmarks/mgsm,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=Phi-3.5-mini-instruct, slug=phi-3.5-mini-instruct, provider=Microsoft",0,False
+phi-3.5-mini-instruct,Phi-3.5-mini-instruct,Microsoft,mgsm,MGSM,Math,exact match (%),47.9,https://llm-stats.com/benchmarks/mgsm,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=Phi-3.5-mini-instruct, slug=phi-3.5-mini-instruct, provider=Microsoft",0,False
 phi-3.5-mini-instruct,Phi-3.5-mini-instruct,Microsoft,mmlu,MMLU,Knowledge,% correct,69.0,https://llm-stats.com/benchmarks/mmlu,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=Phi-3.5-mini-instruct, slug=phi-3.5-mini-instruct, provider=Microsoft",0,False
 phi-3.5-mini-instruct,Phi-3.5-mini-instruct,Microsoft,mmlu_pro,MMLU-Pro,Knowledge,% correct,47.4,https://llm-stats.com/benchmarks/mmlu-pro,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=Phi-3.5-mini-instruct, slug=phi-3.5-mini-instruct, provider=Microsoft",0,False
 phi-3.5-mini-instruct,Phi-3.5-mini-instruct,Microsoft,mmmlu,MMMLU,Knowledge,% correct,55.4,https://llm-stats.com/benchmarks/mmmlu,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=Phi-3.5-mini-instruct, slug=phi-3.5-mini-instruct, provider=Microsoft",0,False
@@ -4306,7 +4306,7 @@ phi-3.5-moe-instruct,Phi-3.5-MoE-instruct,Microsoft,gsm8k,GSM8K,Math,% correct,8
 phi-3.5-moe-instruct,Phi-3.5-MoE-instruct,Microsoft,hellaswag,HellaSwag,Reasoning,%,83.8,https://llm-stats.com/benchmarks/hellaswag,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=Phi-3.5-MoE-instruct, slug=phi-3.5-moe-instruct, provider=Microsoft",0,False
 phi-3.5-moe-instruct,Phi-3.5-MoE-instruct,Microsoft,humaneval,HumanEval,Coding,pass@1 %,70.7,https://llm-stats.com/benchmarks/humaneval,third_party_aggregator,verified_third_party,,"{""harness"": ""unknown (llm-stats aggregator)"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Setting not disclosed by aggregator"", ""sampling"": ""unknown""}","From llm-stats.com HumanEval leaderboard (display name 'Phi-3.5-MoE-instruct', rank 57, accessed 2026-04-29). Setting unknown.",0,False
 phi-3.5-moe-instruct,Phi-3.5-MoE-instruct,Microsoft,math,MATH,Math,,59.5,https://llm-stats.com/benchmarks/math,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=Phi-3.5-MoE-instruct, slug=phi-3.5-moe-instruct, provider=Microsoft",0,False
-phi-3.5-moe-instruct,Phi-3.5-MoE-instruct,Microsoft,mgsm,MGSM,Math,%,58.7,https://llm-stats.com/benchmarks/mgsm,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=Phi-3.5-MoE-instruct, slug=phi-3.5-moe-instruct, provider=Microsoft",0,False
+phi-3.5-moe-instruct,Phi-3.5-MoE-instruct,Microsoft,mgsm,MGSM,Math,exact match (%),58.7,https://llm-stats.com/benchmarks/mgsm,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=Phi-3.5-MoE-instruct, slug=phi-3.5-moe-instruct, provider=Microsoft",0,False
 phi-3.5-moe-instruct,Phi-3.5-MoE-instruct,Microsoft,mmlu,MMLU,Knowledge,% correct,78.9,https://llm-stats.com/benchmarks/mmlu,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=Phi-3.5-MoE-instruct, slug=phi-3.5-moe-instruct, provider=Microsoft",0,False
 phi-3.5-moe-instruct,Phi-3.5-MoE-instruct,Microsoft,mmlu_pro,MMLU-Pro,Knowledge,% correct,45.3,https://llm-stats.com/benchmarks/mmlu-pro,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=Phi-3.5-MoE-instruct, slug=phi-3.5-moe-instruct, provider=Microsoft",0,False
 phi-3.5-moe-instruct,Phi-3.5-MoE-instruct,Microsoft,mmmlu,MMMLU,Knowledge,% correct,69.9,https://llm-stats.com/benchmarks/mmmlu,third_party_aggregator,verified_third_party,True,"{""context"": ""unknown"", ""effort"": ""n/a"", ""harness"": ""unknown"", ""judge"": ""unknown"", ""mode"": ""unknown"", ""notes"": ""Model added from third-party aggregator (llm-stats.com); canonical setting not established."", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","llm-stats.com row: model=Phi-3.5-MoE-instruct, slug=phi-3.5-moe-instruct, provider=Microsoft",0,False
@@ -4326,7 +4326,7 @@ phi-4,Phi-4,Microsoft,livebench,LiveBench,Composite,overall score,47.6,https://a
 phi-4,Phi-4,Microsoft,livecodebench,LiveCodeBench,Coding,pass@1 %,38.5,https://huggingface.co/microsoft/phi-4,,dropped,,,,0,False
 phi-4,Phi-4,Microsoft,math,MATH,Math,,80.4,https://llm-stats.com/benchmarks/math,third_party_aggregator,verified_third_party,True,"{""context"": ""default (16K)"", ""effort"": ""n/a"", ""harness"": ""OpenAI simple-evals"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""notes"": ""Per Phi-4 paper (arxiv:2412.08905) Table 1, simple-evals framework, temperature 0.5."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""0.5"", ""tools"": ""none""}","llm-stats.com row: model=Phi 4, slug=phi-4, provider=Microsoft",0,False
 phi-4,Phi-4,Microsoft,math_500,MATH-500,Math,% correct,80.4,https://arxiv.org/abs/2412.08905,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""simple-evals"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""0.5"", ""tools"": ""none""}","Phi-4 paper Table 1 (phi-4 column): math_500=80.4 (re-sourced from https://arxiv.org/abs/2412.08905, matches BP value)",0,False
-phi-4,Phi-4,Microsoft,mgsm,MGSM,Math,%,80.6,https://arxiv.org/abs/2412.08905,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""simple-evals"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""0.5"", ""tools"": ""none""}",Phi-4 paper Table 1 (phi-4 column): mgsm=80.6,0,False
+phi-4,Phi-4,Microsoft,mgsm,MGSM,Math,exact match (%),80.6,https://arxiv.org/abs/2412.08905,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""simple-evals"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""0.5"", ""tools"": ""none""}",Phi-4 paper Table 1 (phi-4 column): mgsm=80.6,0,False
 phi-4,Phi-4,Microsoft,mmlu,MMLU,Knowledge,% correct,84.8,https://arxiv.org/abs/2412.08905,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""simple-evals"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""0.5"", ""tools"": ""none""}","Phi-4 paper Table 1 (phi-4 column): mmlu=84.8 (re-sourced from https://arxiv.org/abs/2412.08905, matches BP value)",0,False
 phi-4,Phi-4,Microsoft,mmlu_pro,MMLU-Pro,Knowledge,% correct,70.4,https://arxiv.org/abs/2412.08905,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""simple-evals"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""0.5"", ""tools"": ""none""}",Phi-4 paper Table 1 (phi-4 column): mmlu_pro=70.4. [R5d: prior unverified value 68 from https://huggingface.co/microsoft/phi-4 deleted.],1,False
 phi-4,Phi-4,Microsoft,phibench,PhiBench (Microsoft Internal),General,,58.2,https://arxiv.org/abs/2504.21318,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""simple-evals"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""0.5"", ""tools"": ""none""}",Phi-4-reasoning paper Table 2 (phi-4 column): phibench=58.2,0,False
@@ -4343,7 +4343,7 @@ phi-4-mini,Phi-4-mini,Microsoft,ifeval,IFEval,Instruction Following,% correct (p
 phi-4-mini,Phi-4-mini,Microsoft,livecodebench,LiveCodeBench,Coding,pass@1 %,28.0,https://huggingface.co/microsoft/phi-4,,dropped,,," | DROPPED: BP cell URL claims phi-4-mini HF or phi-4 HF, but livecodebench value not in phi-4-mini HF model card. Ghost cell per R5g(a).",0,False
 phi-4-mini,Phi-4-mini,Microsoft,math,MATH,Math,,64.0,https://huggingface.co/microsoft/Phi-4-mini-instruct,model_card,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",phi-4-mini HF model card: math=64.0,0,False
 phi-4-mini,Phi-4-mini,Microsoft,math_500,MATH-500,Math,% correct,75.0,https://huggingface.co/microsoft/phi-4,,dropped,,," | DROPPED: BP cell URL claims phi-4-mini HF or phi-4 HF, but math_500 value not in phi-4-mini HF model card. Ghost cell per R5g(a).",0,False
-phi-4-mini,Phi-4-mini,Microsoft,mgsm,MGSM,Math,%,63.9,https://huggingface.co/microsoft/Phi-4-mini-instruct,model_card,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",phi-4-mini HF model card: mgsm=63.9,0,False
+phi-4-mini,Phi-4-mini,Microsoft,mgsm,MGSM,Math,exact match (%),63.9,https://huggingface.co/microsoft/Phi-4-mini-instruct,model_card,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",phi-4-mini HF model card: mgsm=63.9,0,False
 phi-4-mini,Phi-4-mini,Microsoft,mmlu,MMLU,Knowledge,% correct,67.3,https://huggingface.co/microsoft/Phi-4-mini-instruct,model_card,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","phi-4-mini HF model card: mmlu=67.3 (re-sourced from https://huggingface.co/microsoft/Phi-4-mini-instruct, matches BP value)",0,False
 phi-4-mini,Phi-4-mini,Microsoft,mmlu_pro,MMLU-Pro,Knowledge,% correct,52.8,https://huggingface.co/microsoft/Phi-4-mini-instruct,model_card,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","phi-4-mini HF model card: mmlu_pro=52.8 (re-sourced from https://huggingface.co/microsoft/Phi-4-mini-instruct, matches BP value)",0,False
 phi-4-mini,Phi-4-mini,Microsoft,multilingual_mmlu,Multilingual MMLU,Multilingual,,49.3,https://huggingface.co/microsoft/Phi-4-mini-instruct,model_card,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",phi-4-mini HF model card: multilingual_mmlu=49.3,0,False
@@ -4362,7 +4362,7 @@ phi-4-reasoning,Phi-4-reasoning,Microsoft,ifeval,IFEval,Instruction Following,%
 phi-4-reasoning,Phi-4-reasoning,Microsoft,livecodebench,LiveCodeBench,Coding,pass@1 %,53.8,https://arxiv.org/abs/2504.21318,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""0.8"", ""tools"": ""none""}","Phi-4-reasoning paper Table 1 (phi-4-reasoning column): livecodebench=53.8 (re-sourced from https://arxiv.org/abs/2504.21318, matches BP value)",0,False
 phi-4-reasoning,Phi-4-reasoning,Microsoft,math_500,MATH-500,Math,% correct,95.0,https://www.microsoft.com/en-us/research/articles/phi-reasoning/,,dropped,,,,0,False
 phi-4-reasoning,Phi-4-reasoning,Microsoft,mmlu_pro,MMLU-Pro,Knowledge,% correct,74.3,https://arxiv.org/abs/2504.21318,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""0.8"", ""tools"": ""none""}",Phi-4-reasoning paper Table 2 (phi-4-reasoning column): mmlu_pro=74.3. [R5d: prior unverified value 72.0 from https://huggingface.co/microsoft/Phi-4-reasoning deleted.],0,False
-phi-4-reasoning,Phi-4-reasoning,Microsoft,mt_aime_2024,MT-AIME2024,Math,,75.3,https://llm-stats.com/benchmarks/aime-2024,third_party_aggregator,verified_third_party,True,"{""context"": ""default (32K)"", ""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per Phi-4-reasoning paper (arxiv:2504.21318) Tables 1-2. Thinking model, temp 0.8, max_seq_len 31k."", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg of 5)"", ""temperature"": ""0.8"", ""tools"": ""none""}","llm-stats.com row: model=Phi 4 Reasoning, slug=phi-4-reasoning, provider=Microsoft",0,False
+phi-4-reasoning,Phi-4-reasoning,Microsoft,mt_aime_2024,MT-AIME2024,Math,%,75.3,https://llm-stats.com/benchmarks/aime-2024,third_party_aggregator,verified_third_party,True,"{""context"": ""default (32K)"", ""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per Phi-4-reasoning paper (arxiv:2504.21318) Tables 1-2. Thinking model, temp 0.8, max_seq_len 31k."", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg of 5)"", ""temperature"": ""0.8"", ""tools"": ""none""}","llm-stats.com row: model=Phi 4 Reasoning, slug=phi-4-reasoning, provider=Microsoft",0,False
 phi-4-reasoning,Phi-4-reasoning,Microsoft,omnimath,OmniMath,Math,,76.6,https://arxiv.org/abs/2504.21318,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""0.8"", ""tools"": ""none""}",Phi-4-reasoning paper Table 1 (phi-4-reasoning column): omnimath=76.6,0,False
 phi-4-reasoning,Phi-4-reasoning,Microsoft,phibench,PhiBench (Microsoft Internal),General,,70.6,https://arxiv.org/abs/2504.21318,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""0.8"", ""tools"": ""none""}",Phi-4-reasoning paper Table 2 (phi-4-reasoning column): phibench=70.6,0,False
 phi-4-reasoning-plus,Phi-4-reasoning-plus,Microsoft,aime_2024,AIME 2024,Math,% correct (pass@1),81.3,https://arxiv.org/abs/2504.21318,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""0.8"", ""tools"": ""none""}",Phi-4-reasoning paper Table 1 (phi-4-reasoning-plus column): aime_2024=81.3. [R5d: prior unverified value 70 from https://www.microsoft.com/en-us/research/wp-content/uploads/2025/04/phi_4_reasoning.pdf deleted.],0,False
@@ -4379,7 +4379,7 @@ phi-4-reasoning-plus,Phi-4-reasoning-plus,Microsoft,ifeval,IFEval,Instruction Fo
 phi-4-reasoning-plus,Phi-4-reasoning-plus,Microsoft,livecodebench,LiveCodeBench,Coding,pass@1 %,53.1,https://arxiv.org/abs/2504.21318,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""0.8"", ""tools"": ""none""}",Phi-4-reasoning paper Table 1 (phi-4-reasoning-plus column): livecodebench=53.1. [R5d: prior unverified value 68.8 from https://ashishchadha11944.medium.com/microsofts-phi-4-reasoning-models/ deleted.],0,False
 phi-4-reasoning-plus,Phi-4-reasoning-plus,Microsoft,math_500,MATH-500,Math,% correct,96.4,https://huggingface.co/microsoft/Phi-4-reasoning-plus,,dropped,,,,0,False
 phi-4-reasoning-plus,Phi-4-reasoning-plus,Microsoft,mmlu_pro,MMLU-Pro,Knowledge,% correct,76.0,https://arxiv.org/abs/2504.21318,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""0.8"", ""tools"": ""none""}",Phi-4-reasoning paper Table 2 (phi-4-reasoning-plus column): mmlu_pro=76.0. [R5d: prior unverified value 72 from https://huggingface.co/microsoft/Phi-4-reasoning deleted.],0,False
-phi-4-reasoning-plus,Phi-4-reasoning-plus,Microsoft,mt_aime_2024,MT-AIME2024,Math,,81.3,https://llm-stats.com/benchmarks/aime-2024,third_party_aggregator,verified_third_party,True,"{""context"": ""default (32K)"", ""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per Phi-4-reasoning paper. Same as phi-4-reasoning + GRPO RL on top."", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg of 5)"", ""temperature"": ""0.8"", ""tools"": ""none""}","llm-stats.com row: model=Phi 4 Reasoning Plus, slug=phi-4-reasoning-plus, provider=Microsoft",0,False
+phi-4-reasoning-plus,Phi-4-reasoning-plus,Microsoft,mt_aime_2024,MT-AIME2024,Math,%,81.3,https://llm-stats.com/benchmarks/aime-2024,third_party_aggregator,verified_third_party,True,"{""context"": ""default (32K)"", ""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per Phi-4-reasoning paper. Same as phi-4-reasoning + GRPO RL on top."", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (avg of 5)"", ""temperature"": ""0.8"", ""tools"": ""none""}","llm-stats.com row: model=Phi 4 Reasoning Plus, slug=phi-4-reasoning-plus, provider=Microsoft",0,False
 phi-4-reasoning-plus,Phi-4-reasoning-plus,Microsoft,omnimath,OmniMath,Math,,81.9,https://arxiv.org/abs/2504.21318,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""0.8"", ""tools"": ""none""}",Phi-4-reasoning paper Table 1 (phi-4-reasoning-plus column): omnimath=81.9,0,False
 phi-4-reasoning-plus,Phi-4-reasoning-plus,Microsoft,phibench,PhiBench (Microsoft Internal),General,,74.2,https://arxiv.org/abs/2504.21318,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""0.8"", ""tools"": ""none""}",Phi-4-reasoning paper Table 2 (phi-4-reasoning-plus column): phibench=74.2,0,False
 phi-4-reasoning-plus,Phi-4-reasoning-plus,Microsoft,swe_bench_verified,SWE-bench Verified,Coding,% resolved,32.0,https://huggingface.co/microsoft/Phi-4-reasoning-plus,,dropped,,,,0,False
@@ -4424,7 +4424,7 @@ qwen-2.5-14b-instruct,Qwen2.5-14B,Alibaba,livebench,LiveBench,Composite,overall
 qwen-2.5-14b-instruct,Qwen2.5-14B,Alibaba,math,MATH,Math,,80.0,https://llm-stats.com/benchmarks/math,third_party_aggregator,verified_third_party,True,"{""context"": ""default (128K)"", ""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""notes"": ""Per Phi-4 paper Table 1 baseline."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","llm-stats.com row: model=Qwen2.5 14B Instruct, slug=qwen-2.5-14b-instruct, provider=Alibaba Cloud / Qwen Team",0,True
 qwen-2.5-14b-instruct,Qwen2.5-14B,Alibaba,math_500,MATH-500,Math,% correct,75.6,https://arxiv.org/abs/2412.08905,tech_report,verified,False,"{""effort"": ""unknown"", ""harness"": ""Microsoft Phi internal eval"", ""judge"": ""rule-based"", ""mode"": ""unknown"", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","Phi-4 paper Table 1 baseline (qwen-2.5-14b-instruct column): math_500=75.6. Third-party Microsoft self-test, mc=false.",0,True
 qwen-2.5-14b-instruct,Qwen2.5-14B,Alibaba,mbpp_plus,MBPP+,Coding,,63.2,https://llm-stats.com/benchmarks/mbpp+,third_party_aggregator,verified_third_party,True,"{""context"": ""default (128K)"", ""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""notes"": ""Per Phi-4 paper Table 1 baseline."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","llm-stats.com row: model=Qwen2.5 14B Instruct, slug=qwen-2.5-14b-instruct, provider=Alibaba Cloud / Qwen Team",0,True
-qwen-2.5-14b-instruct,Qwen2.5-14B,Alibaba,mgsm,MGSM,Math,%,79.6,https://arxiv.org/abs/2412.08905,tech_report,verified,False,"{""effort"": ""unknown"", ""harness"": ""Microsoft Phi internal eval"", ""judge"": ""rule-based"", ""mode"": ""unknown"", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","Phi-4 paper Table 1 baseline (qwen-2.5-14b-instruct column): mgsm=79.6. Third-party Microsoft self-test, mc=false.",0,True
+qwen-2.5-14b-instruct,Qwen2.5-14B,Alibaba,mgsm,MGSM,Math,exact match (%),79.6,https://arxiv.org/abs/2412.08905,tech_report,verified,False,"{""effort"": ""unknown"", ""harness"": ""Microsoft Phi internal eval"", ""judge"": ""rule-based"", ""mode"": ""unknown"", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","Phi-4 paper Table 1 baseline (qwen-2.5-14b-instruct column): mgsm=79.6. Third-party Microsoft self-test, mc=false.",0,True
 qwen-2.5-14b-instruct,Qwen2.5-14B,Alibaba,mmlu,MMLU,Knowledge,% correct,79.9,https://arxiv.org/abs/2412.08905,tech_report,verified,False,"{""effort"": ""unknown"", ""harness"": ""Microsoft Phi internal eval"", ""judge"": ""rule-based"", ""mode"": ""unknown"", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","Phi-4 paper Table 1 baseline (qwen-2.5-14b-instruct column): mmlu=79.9. Third-party Microsoft self-test, mc=false.",0,False
 qwen-2.5-14b-instruct,Qwen2.5-14B,Alibaba,mmlu_pro,MMLU-Pro,Knowledge,% correct,63.2,https://arxiv.org/abs/2412.08905,tech_report,verified,False,"{""effort"": ""unknown"", ""harness"": ""Microsoft Phi internal eval"", ""judge"": ""rule-based"", ""mode"": ""unknown"", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}","Phi-4 paper Table 1 baseline (qwen-2.5-14b-instruct column): mmlu_pro=63.2. Third-party Microsoft self-test, mc=false.",0,True
 qwen-2.5-14b-instruct,Qwen2.5-14B,Alibaba,mmlu_redux,MMLU-Redux,Knowledge,,80.0,https://llm-stats.com/benchmarks/mmlu-redux,third_party_aggregator,verified_third_party,True,"{""context"": ""default (128K)"", ""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""notes"": ""Per Phi-4 paper Table 1 baseline."", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","llm-stats.com row: model=Qwen2.5 14B Instruct, slug=qwen-2.5-14b-instruct, provider=Alibaba Cloud / Qwen Team",0,False
@@ -4506,7 +4506,7 @@ qwen2.5-72b-instruct,Qwen2.5 72B Instruct,Alibaba,chinese_simpleqa,Chinese-Simpl
 qwen2.5-72b-instruct,Qwen2.5 72B Instruct,Alibaba,cluewsc,CLUEWSC,Chinese,%,91.4,https://arxiv.org/abs/2412.19437,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3 paper Table 6: qwen2.5-72b-instruct=91.4.,0,True
 qwen2.5-72b-instruct,Qwen2.5 72B Instruct,Alibaba,cnmo_2024,CNMO 2024,Math,%,15.9,https://arxiv.org/abs/2412.19437,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3 paper Table 6: qwen2.5-72b-instruct=15.9.,0,True
 qwen2.5-72b-instruct,Qwen2.5 72B Instruct,Alibaba,drop,DROP,Reasoning,%,76.7,https://arxiv.org/abs/2412.19437,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3 paper Table 6: qwen2.5-72b-instruct=76.7.,1,True
-qwen2.5-72b-instruct,Qwen2.5 72B Instruct,Alibaba,frames,Frames,Agentic search,,69.8,https://arxiv.org/abs/2412.19437,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3 paper Table 6: qwen2.5-72b-instruct=69.8.,0,True
+qwen2.5-72b-instruct,Qwen2.5 72B Instruct,Alibaba,frames,Frames,Agentic search,%,69.8,https://arxiv.org/abs/2412.19437,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3 paper Table 6: qwen2.5-72b-instruct=69.8.,0,True
 qwen2.5-72b-instruct,Qwen2.5 72B Instruct,Alibaba,gpqa_diamond,GPQA Diamond,Science,% correct,49.0,https://arxiv.org/abs/2412.19437,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3 paper Table 6: qwen2.5-72b-instruct=49.0.,0,True
 qwen2.5-72b-instruct,Qwen2.5 72B Instruct,Alibaba,gsm8k,GSM8K,Math,% correct,89.5,https://arxiv.org/abs/2501.00656,tech_report,verified,False,"{""effort"": ""n/a"", ""harness"": ""OLMES"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","OLMo 2 paper Table 7 Instruct (qwen2.5-72b-instruct column): gsm8k=89.5. Third-party Allen AI self-test, mc=false.",0,True
 qwen2.5-72b-instruct,Qwen2.5 72B Instruct,Alibaba,humaneval,HumanEval,Coding,pass@1 %,77.3,https://arxiv.org/abs/2412.19437,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3 paper Table 6: qwen2.5-72b-instruct=77.3.,2,True
@@ -4518,7 +4518,7 @@ qwen2.5-72b-instruct,Qwen2.5 72B Instruct,Alibaba,longbench_v2,LongBench-V2,Long
 qwen2.5-72b-instruct,Qwen2.5 72B Instruct,Alibaba,math,MATH,Math,,75.9,https://arxiv.org/abs/2501.00656,tech_report,verified,False,"{""effort"": ""n/a"", ""harness"": ""OLMES"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","OLMo 2 paper Table 7 Instruct (qwen2.5-72b-instruct column): math=75.9. Third-party Allen AI self-test, mc=false.",0,True
 qwen2.5-72b-instruct,Qwen2.5 72B Instruct,Alibaba,math_500,MATH-500,Math,% correct,80.0,https://arxiv.org/abs/2412.19437,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3 paper Table 6: qwen2.5-72b-instruct=80.0.,0,True
 qwen2.5-72b-instruct,Qwen2.5 72B Instruct,Alibaba,mbpp_plus,MBPP+,Coding,,88.6,https://cohere.com/research/papers/command-a-technical-report.pdf,tech_report,verified,False,"{""effort"": ""n/a"", ""harness"": ""Cohere internal eval"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","Command A paper (qwen2.5-72b-instruct column): mbpp_plus=88.6. Third-party Cohere reproduction, mc=false.",0,True
-qwen2.5-72b-instruct,Qwen2.5 72B Instruct,Alibaba,mgsm,MGSM,Math,%,87.3,https://arxiv.org/abs/2412.08905,tech_report,verified,False,"{""effort"": ""unknown"", ""harness"": ""Microsoft Phi internal eval"", ""judge"": ""rule-based"", ""mode"": ""unknown"", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}",Phi-4 paper Table 1 (qwen2.5-72b-instruct column): mgsm=87.3,0,True
+qwen2.5-72b-instruct,Qwen2.5 72B Instruct,Alibaba,mgsm,MGSM,Math,exact match (%),87.3,https://arxiv.org/abs/2412.08905,tech_report,verified,False,"{""effort"": ""unknown"", ""harness"": ""Microsoft Phi internal eval"", ""judge"": ""rule-based"", ""mode"": ""unknown"", ""prompt_style"": ""unknown"", ""sampling"": ""unknown"", ""temperature"": ""unknown"", ""tools"": ""unknown""}",Phi-4 paper Table 1 (qwen2.5-72b-instruct column): mgsm=87.3,0,True
 qwen2.5-72b-instruct,Qwen2.5 72B Instruct,Alibaba,mmlu,MMLU,Knowledge,% correct,85.3,https://arxiv.org/abs/2412.19437,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3 paper Table 6: qwen2.5-72b-instruct=85.3.,1,False
 qwen2.5-72b-instruct,Qwen2.5 72B Instruct,Alibaba,mmlu_pro,MMLU-Pro,Knowledge,% correct,71.6,https://arxiv.org/abs/2412.19437,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3 paper Table 6: qwen2.5-72b-instruct=71.6.,1,True
 qwen2.5-72b-instruct,Qwen2.5 72B Instruct,Alibaba,mmlu_redux,MMLU-Redux,Knowledge,,85.6,https://arxiv.org/abs/2412.19437,tech_report,verified,True,"{""effort"": ""n/a"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",DeepSeek V3 paper Table 6: qwen2.5-72b-instruct=85.6.,0,False
@@ -4568,7 +4568,7 @@ qwen3-0.6b,Qwen3-0.6B,Alibaba,mmlu,MMLU,Knowledge,% correct,52.81,https://arxiv.
 qwen3-0.6b,Qwen3-0.6B,Alibaba,mmlu_pro,MMLU-Pro,Knowledge,% correct,24.74,https://arxiv.org/abs/2505.09388,,dropped,,, | DROPPED: BP value sourced from Base model column (Table 3-8) but model is_reasoning=true → canonical = Thinking variant. Wrong-variant cell.,0,False
 qwen3-0.6b,Qwen3-0.6B,Alibaba,mmlu_redux,MMLU-Redux,Knowledge,,55.6,https://arxiv.org/abs/2505.09388,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3 tech report Thinking: MMLU-Redux 55.6,0,False
 qwen3-0.6b,Qwen3-0.6B,Alibaba,mmmlu,MMMLU,Knowledge,% correct,43.1,https://arxiv.org/abs/2505.09388,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3 tech report Thinking: MMMLU 14 langs 43.1,0,False
-qwen3-0.6b,Qwen3-0.6B,Alibaba,mt_aime_2024,MT-AIME2024,Math,,7.8,https://arxiv.org/abs/2505.09388,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3 tech report Thinking: MT-AIME2024 7.8,0,False
+qwen3-0.6b,Qwen3-0.6B,Alibaba,mt_aime_2024,MT-AIME2024,Math,%,7.8,https://arxiv.org/abs/2505.09388,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3 tech report Thinking: MT-AIME2024 7.8,0,False
 qwen3-0.6b,Qwen3-0.6B,Alibaba,multi_if,Multi-IF,Instruction Following,%,36.1,https://arxiv.org/abs/2505.09388,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3 tech report Thinking: Multi-IF 36.1,0,False
 qwen3-1.7b,Qwen3-1.7B,Alibaba,aime_2024,AIME 2024,Math,% correct (pass@1),48.3,https://arxiv.org/abs/2505.09388,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3 tech report Table 13/15/17/19 Thinking: AIME 2024 48.3,0,False
 qwen3-1.7b,Qwen3-1.7B,Alibaba,aime_2025,AIME 2025,Math,% correct (pass@1),36.8,https://arxiv.org/abs/2505.09388,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3 tech report Table 13/15/17/19 Thinking: AIME 2025 36.8,1,False
@@ -4586,7 +4586,7 @@ qwen3-1.7b,Qwen3-1.7B,Alibaba,mmlu,MMLU,Knowledge,% correct,61.0,https://arxiv.o
 qwen3-1.7b,Qwen3-1.7B,Alibaba,mmlu_pro,MMLU-Pro,Knowledge,% correct,56.68,https://www.liquid.ai/blog/lfm2-5-1-2b-thinking-on-device-reasoning-under-1gb,official_blog,verified,False,"{""effort"": ""default"", ""harness"": ""official (LFM eval, third-party)"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1 (mean of 5 runs)"", ""temperature"": ""default"", ""tools"": ""none""}",Liquid AI LFM2.5-1.2B-Thinking blog: qwen3-1.7b=56.68. (third-party self-test by Liquid AI),0,False
 qwen3-1.7b,Qwen3-1.7B,Alibaba,mmlu_redux,MMLU-Redux,Knowledge,,73.9,https://arxiv.org/abs/2505.09388,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3 tech report Thinking: MMLU-Redux 73.9,0,False
 qwen3-1.7b,Qwen3-1.7B,Alibaba,mmmlu,MMMLU,Knowledge,% correct,59.1,https://arxiv.org/abs/2505.09388,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3 tech report Thinking: MMMLU 14 langs 59.1,0,False
-qwen3-1.7b,Qwen3-1.7B,Alibaba,mt_aime_2024,MT-AIME2024,Math,,36.1,https://arxiv.org/abs/2505.09388,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3 tech report Thinking: MT-AIME2024 36.1,0,False
+qwen3-1.7b,Qwen3-1.7B,Alibaba,mt_aime_2024,MT-AIME2024,Math,%,36.1,https://arxiv.org/abs/2505.09388,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3 tech report Thinking: MT-AIME2024 36.1,0,False
 qwen3-1.7b,Qwen3-1.7B,Alibaba,multi_if,Multi-IF,Instruction Following,%,51.2,https://arxiv.org/abs/2505.09388,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3 tech report Thinking: Multi-IF 51.2,1,False
 qwen3-14b,Qwen3-14B,Alibaba,aime_2024,AIME 2024,Math,% correct (pass@1),79.3,https://arxiv.org/abs/2505.09388,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3 tech report Thinking: AIME 2024 79.3. [R5d: prior unverified value 75.0 from https://arxiv.org/abs/2505.09388 deleted.],0,False
 qwen3-14b,Qwen3-14B,Alibaba,aime_2025,AIME 2025,Math,% correct (pass@1),70.4,https://arxiv.org/abs/2505.09388,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3 tech report Thinking: AIME 2025 70.4. [R5d: prior unverified value 72.0 from https://arxiv.org/abs/2505.09388 deleted.],0,False
@@ -4604,7 +4604,7 @@ qwen3-14b,Qwen3-14B,Alibaba,mmlu,MMLU,Knowledge,% correct,81.05,https://arxiv.or
 qwen3-14b,Qwen3-14B,Alibaba,mmlu_pro,MMLU-Pro,Knowledge,% correct,61.03,https://arxiv.org/abs/2505.09388,,dropped,,, | DROPPED: BP value sourced from Base model column (Table 3-8) but model is_reasoning=true → canonical = Thinking variant. Wrong-variant cell.,0,False
 qwen3-14b,Qwen3-14B,Alibaba,mmlu_redux,MMLU-Redux,Knowledge,,88.6,https://arxiv.org/abs/2505.09388,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3 tech report Thinking: MMLU-Redux 88.6,0,False
 qwen3-14b,Qwen3-14B,Alibaba,mmmlu,MMMLU,Knowledge,% correct,77.9,https://arxiv.org/abs/2505.09388,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3 tech report Thinking: MMMLU 14 langs 77.9,0,False
-qwen3-14b,Qwen3-14B,Alibaba,mt_aime_2024,MT-AIME2024,Math,,73.3,https://arxiv.org/abs/2505.09388,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3 tech report Thinking: MT-AIME2024 73.3,0,False
+qwen3-14b,Qwen3-14B,Alibaba,mt_aime_2024,MT-AIME2024,Math,%,73.3,https://arxiv.org/abs/2505.09388,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3 tech report Thinking: MT-AIME2024 73.3,0,False
 qwen3-14b,Qwen3-14B,Alibaba,multi_if,Multi-IF,Instruction Following,%,74.8,https://arxiv.org/abs/2505.09388,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3 tech report Thinking: Multi-IF 74.8,0,False
 qwen3-235b,Qwen3-235B-A22B,Alibaba,aa_lcr,AA Long Context Reasoning,Long Context,% correct,67.0,https://artificialanalysis.ai/evaluations/artificial-analysis-long-context-reasoning,third_party,verified,,"{""effort"": ""default (reasoning variant)"", ""harness"": ""AA standard evaluation"", ""mode"": ""thinking"", ""notes"": ""Per AA: qwen3-235b-a22b-instruct-2507-reasoning lcr=67%"", ""sampling"": ""pass@1""}",ArtificialAnalysis aggregator; used as fallback when no primary source available (R5d-aggregator-fallback). AA LCR eval page: qwen3-235b-a22b-instruct-2507-reasoning lcr=0.670 → 67.0%. AA slug: qwen3-235b-a22b-instruct-2507-reasoning.,0,True
 qwen3-235b,Qwen3-235B-A22B,Alibaba,aider_polyglot_diff,Aider Polyglot (diff mode),Coding,%,57.3,https://llm-stats.com/benchmarks/aider-polyglot,third_party_aggregator,verified_third_party,False,"{""mode"": ""instruct"", ""snapshot"": ""2507""}","llm-stats.com row: model=Qwen3-235B-A22B-Instruct-2507, slug=qwen3-235b-a22b-instruct-2507, provider=Alibaba Cloud / Qwen Team",0,True
@@ -4623,7 +4623,7 @@ qwen3-235b,Qwen3-235B-A22B,Alibaba,gpqa_diamond,GPQA Diamond,Science,% correct,7
 qwen3-235b,Qwen3-235B-A22B,Alibaba,gpqa_main,GPQA Main (full set),Science,,81.1,https://llm-stats.com/benchmarks/gpqa,third_party_aggregator,verified_third_party,False,"{""mode"": ""thinking"", ""snapshot"": ""2507""}","llm-stats.com row: model=Qwen3-235B-A22B-Thinking-2507, slug=qwen3-235b-a22b-thinking-2507, provider=Alibaba Cloud / Qwen Team",0,True
 qwen3-235b,Qwen3-235B-A22B,Alibaba,gsm8k,GSM8K,Math,% correct,94.39,https://arxiv.org/abs/2505.09388,,dropped,,," | DROPPED: BP value 94.39 from arxiv:2505.09388 Table 3 (Base column). GSM8K is not reported in Table 11 (Thinking). Cell value is wrong-variant (Base, not Thinking).",0,False
 qwen3-235b,Qwen3-235B-A22B,Alibaba,hle,HLE (Humanity's Last Exam),Reasoning,% correct,15.43,https://scale.com/leaderboard/humanitys_last_exam,,dropped,,," [Dropped: Model not found in current Scale.com HLE leaderboard (50 entries, 2026-04-29 scrape). Ghost cell per R5g-a-ghost-cell.]",1,False
-qwen3-235b,Qwen3-235B-A22B,Alibaba,hle_text,HLE Text,Search Agent,%,18.2,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,False,"{""mode"": ""thinking"", ""snapshot"": ""2507""}","llm-stats.com row: model=Qwen3-235B-A22B-Thinking-2507, slug=qwen3-235b-a22b-thinking-2507, provider=Alibaba Cloud / Qwen Team",0,True
+qwen3-235b,Qwen3-235B-A22B,Alibaba,hle_text,HLE Text,Reasoning,%,18.2,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,False,"{""mode"": ""thinking"", ""snapshot"": ""2507""}","llm-stats.com row: model=Qwen3-235B-A22B-Thinking-2507, slug=qwen3-235b-a22b-thinking-2507, provider=Alibaba Cloud / Qwen Team",0,True
 qwen3-235b,Qwen3-235B-A22B,Alibaba,hmmt_feb_2025,HMMT Feb 2025,Math,%,62.5,https://huggingface.co/deepseek-ai/DeepSeek-R1-0528,model_card,verified,True,,DeepSeek-R1-0528 HF card comparison table shows Qwen3-235B-A22B HMMT Feb 25=62.5.,0,True
 qwen3-235b,Qwen3-235B-A22B,Alibaba,humaneval,HumanEval,Coding,pass@1 %,90.0,https://qwenlm.github.io/blog/qwen3/,official_blog,verified,True,"""Qwen3 blog performance table, thinking mode""",Confirmed via official Qwen3 blog and web search (90.0%),0,True
 qwen3-235b,Qwen3-235B-A22B,Alibaba,ifeval,IFEval,Instruction Following,% correct (prompt strict),83.4,https://arxiv.org/abs/2505.09388,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3 tech report (arxiv:2505.09388) Table 11 Thinking: IFEval strict prompt 83.4. [R5d: prior unverified value 87.8 from https://huggingface.co/Qwen/Qwen3-235B-A22B-Thinking-2507 deleted.],2,True
@@ -4633,15 +4633,15 @@ qwen3-235b,Qwen3-235B-A22B,Alibaba,livecodebench_v6,LiveCodeBench v6,Coding,%,74
 qwen3-235b,Qwen3-235B-A22B,Alibaba,math,MATH,Math,,71.8,https://llm-stats.com/benchmarks/math,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""default"", ""harness"": ""official (Qwen-Agent / sglang)"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per Qwen3 tech report (arxiv:2505.09388) Table 11 Thinking column. Output length 32768 (38912 for AIME)."", ""prompt_style"": ""default (enable_thinking=True)"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","llm-stats.com row: model=Qwen3 235B A22B, slug=qwen3-235b-a22b, provider=Alibaba Cloud / Qwen Team",0,True
 qwen3-235b,Qwen3-235B-A22B,Alibaba,math_500,MATH-500,Math,% correct,98.0,https://arxiv.org/abs/2505.09388,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3 tech report (arxiv:2505.09388) Table 11 Thinking: MATH-500 98.0. [R5d: prior unverified value 98.2 from https://arxiv.org/abs/2505.09388 deleted.],0,True
 qwen3-235b,Qwen3-235B-A22B,Alibaba,matharena_apex_2025,MathArena Apex 2025,Math,% correct,5.21,https://matharena.ai/?comp=apex--apex_2025,leaderboard,verified,True,"""thinking:default""",,0,True
-qwen3-235b,Qwen3-235B-A22B,Alibaba,mgsm,MGSM,Math,%,83.5,https://llm-stats.com/benchmarks/mgsm,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""default"", ""harness"": ""official (Qwen-Agent / sglang)"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per Qwen3 tech report (arxiv:2505.09388) Table 11 Thinking column. Output length 32768 (38912 for AIME)."", ""prompt_style"": ""default (enable_thinking=True)"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","llm-stats.com row: model=Qwen3 235B A22B, slug=qwen3-235b-a22b, provider=Alibaba Cloud / Qwen Team",0,True
+qwen3-235b,Qwen3-235B-A22B,Alibaba,mgsm,MGSM,Math,exact match (%),83.5,https://llm-stats.com/benchmarks/mgsm,third_party_aggregator,verified_third_party,True,"{""context"": ""default"", ""effort"": ""default"", ""harness"": ""official (Qwen-Agent / sglang)"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""notes"": ""Per Qwen3 tech report (arxiv:2505.09388) Table 11 Thinking column. Output length 32768 (38912 for AIME)."", ""prompt_style"": ""default (enable_thinking=True)"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","llm-stats.com row: model=Qwen3 235B A22B, slug=qwen3-235b-a22b, provider=Alibaba Cloud / Qwen Team",0,True
 qwen3-235b,Qwen3-235B-A22B,Alibaba,mmlu,MMLU,Knowledge,% correct,87.81,https://arxiv.org/abs/2505.09388,,dropped,,," | DROPPED: BP value 87.81 from arxiv:2505.09388 Table 3 (Base column, MMLU 5-shot), but qwen3-235b is_reasoning=true → canonical = Thinking variant. MMLU is not reported in Table 11 (Thinking). Cell value is wrong-variant.",0,False
 qwen3-235b,Qwen3-235B-A22B,Alibaba,mmlu_pro,MMLU-Pro,Knowledge,% correct,79.8,https://arxiv.org/abs/2505.09388,,dropped,,," | DROPPED: BP value 79.8 from arxiv:2505.09388 is from Non-thinking variant (Table 12), but qwen3-235b canonical = Thinking. MMLU-Pro not reported in Table 11. Cell value is wrong-variant.",2,False
 qwen3-235b,Qwen3-235B-A22B,Alibaba,mmlu_redux,MMLU-Redux,Knowledge,,92.7,https://arxiv.org/abs/2505.09388,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3 tech report (arxiv:2505.09388) Table 11 Thinking column: MMLU-Redux 92.7,2,False
 qwen3-235b,Qwen3-235B-A22B,Alibaba,mmmlu,MMMLU,Knowledge,% correct,84.3,https://arxiv.org/abs/2505.09388,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3 tech report (arxiv:2505.09388) Table 11 Thinking column: MMMLU 14 languages 84.3,0,True
-qwen3-235b,Qwen3-235B-A22B,Alibaba,mt_aime_2024,MT-AIME2024,Math,,80.8,https://arxiv.org/abs/2505.09388,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3 tech report (arxiv:2505.09388) Table 11 Thinking column: MT-AIME2024 80.8,0,True
+qwen3-235b,Qwen3-235B-A22B,Alibaba,mt_aime_2024,MT-AIME2024,Math,%,80.8,https://arxiv.org/abs/2505.09388,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3 tech report (arxiv:2505.09388) Table 11 Thinking column: MT-AIME2024 80.8,0,True
 qwen3-235b,Qwen3-235B-A22B,Alibaba,multi_if,Multi-IF,Instruction Following,%,71.9,https://arxiv.org/abs/2505.09388,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3 tech report (arxiv:2505.09388) Table 11 Thinking column: Multi-IF 71.9,2,True
 qwen3-235b,Qwen3-235B-A22B,Alibaba,multipl_e_avg,MultiPL-E (average),Coding,%,87.9,https://llm-stats.com/benchmarks/multipl-e,third_party_aggregator,verified_third_party,False,"{""mode"": ""instruct"", ""snapshot"": ""2507""}","llm-stats.com row: model=Qwen3-235B-A22B-Instruct-2507, slug=qwen3-235b-a22b-instruct-2507, provider=Alibaba Cloud / Qwen Team",0,True
-qwen3-235b,Qwen3-235B-A22B,Alibaba,ojbench,OJBench,Coding,,32.5,https://llm-stats.com/benchmarks/ojbench,third_party_aggregator,verified_third_party,False,"{""mode"": ""thinking"", ""snapshot"": ""2507""}","llm-stats.com row: model=Qwen3-235B-A22B-Thinking-2507, slug=qwen3-235b-a22b-thinking-2507, provider=Alibaba Cloud / Qwen Team",0,True
+qwen3-235b,Qwen3-235B-A22B,Alibaba,ojbench,OJBench,Coding,%,32.5,https://llm-stats.com/benchmarks/ojbench,third_party_aggregator,verified_third_party,False,"{""mode"": ""thinking"", ""snapshot"": ""2507""}","llm-stats.com row: model=Qwen3-235B-A22B-Thinking-2507, slug=qwen3-235b-a22b-thinking-2507, provider=Alibaba Cloud / Qwen Team",0,True
 qwen3-235b,Qwen3-235B-A22B,Alibaba,simpleqa,SimpleQA,Knowledge,% correct,13.2,https://arxiv.org/abs/2507.20534,tech_report,verified,False,"{""context"": ""8192 max output tokens"", ""effort"": ""default"", ""harness"": ""Kimi team evaluation (official API)"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""unified (Kimi team setting)"", ""tools"": ""none (benchmark-specified)""}","Via third-party self-test by Moonshot AI (Kimi K2 tech report, Table 3, p.16). SimpleQA Correct, non-thinking (vendor-recommended no-thinking regime), 8192 max output tokens.",1,True
 qwen3-235b,Qwen3-235B-A22B,Alibaba,supergpqa,SuperGPQA,Science,%,64.9,https://llm-stats.com/benchmarks/supergpqa,third_party_aggregator,verified_third_party,False,"{""mode"": ""thinking"", ""snapshot"": ""2507""}","llm-stats.com row: model=Qwen3-235B-A22B-Thinking-2507, slug=qwen3-235b-a22b-thinking-2507, provider=Alibaba Cloud / Qwen Team",0,True
 qwen3-235b,Qwen3-235B-A22B,Alibaba,swe_bench_verified,SWE-bench Verified,Coding,% resolved,69.6,https://qwenlm.github.io/blog/qwen3/,official_blog,verified,True,"""Qwen3 blog performance table, thinking mode""",Confirmed via multiple independent web sources (69.6%),0,True
@@ -4669,7 +4669,7 @@ qwen3-30b-a3b,Qwen3-30B-A3B,Alibaba,mmlu,MMLU,Knowledge,% correct,81.38,https://
 qwen3-30b-a3b,Qwen3-30B-A3B,Alibaba,mmlu_pro,MMLU-Pro,Knowledge,% correct,80.9,https://huggingface.co/Qwen/Qwen3-30B-A3B-Thinking-2507,,dropped,,," | DROPPED: BP value from Qwen3-X-Thinking-2507 (post-July fine-tune), but BP model release_date=2025-05-15. Wrong-variant (later checkpoint).",0,False
 qwen3-30b-a3b,Qwen3-30B-A3B,Alibaba,mmlu_redux,MMLU-Redux,Knowledge,,89.5,https://arxiv.org/abs/2505.09388,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3 tech report Thinking: MMLU-Redux 89.5,0,False
 qwen3-30b-a3b,Qwen3-30B-A3B,Alibaba,mmmlu,MMMLU,Knowledge,% correct,78.4,https://arxiv.org/abs/2505.09388,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3 tech report Thinking: MMMLU 14 langs 78.4,0,True
-qwen3-30b-a3b,Qwen3-30B-A3B,Alibaba,mt_aime_2024,MT-AIME2024,Math,,73.9,https://arxiv.org/abs/2505.09388,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3 tech report Thinking: MT-AIME2024 73.9,0,True
+qwen3-30b-a3b,Qwen3-30B-A3B,Alibaba,mt_aime_2024,MT-AIME2024,Math,%,73.9,https://arxiv.org/abs/2505.09388,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3 tech report Thinking: MT-AIME2024 73.9,0,True
 qwen3-30b-a3b,Qwen3-30B-A3B,Alibaba,multi_if,Multi-IF,Instruction Following,%,72.2,https://arxiv.org/abs/2505.09388,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3 tech report Thinking: Multi-IF 72.2,0,True
 qwen3-32b,Qwen3-32B,Alibaba,aime_2024,AIME 2024,Math,% correct (pass@1),81.4,https://arxiv.org/abs/2505.09388,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3 tech report Table 13/15/17/19 Thinking: AIME 2024 81.4,0,True
 qwen3-32b,Qwen3-32B,Alibaba,aime_2025,AIME 2025,Math,% correct (pass@1),72.9,https://arxiv.org/abs/2505.09388,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3 tech report Thinking: AIME 2025 72.9. [R5d: prior unverified value 76.67 from https://arxiv.org/abs/2505.09388 deleted.],0,True
@@ -4691,7 +4691,7 @@ qwen3-32b,Qwen3-32B,Alibaba,mmlu,MMLU,Knowledge,% correct,83.61,https://arxiv.or
 qwen3-32b,Qwen3-32B,Alibaba,mmlu_pro,MMLU-Pro,Knowledge,% correct,70.0,https://arxiv.org/abs/2505.09388,,dropped,,, | DROPPED: BP value from Non-thinking column (Table 12/14/16/18/20). Canonical = Thinking. Wrong-variant.,0,False
 qwen3-32b,Qwen3-32B,Alibaba,mmlu_redux,MMLU-Redux,Knowledge,,90.9,https://arxiv.org/abs/2505.09388,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3 tech report Thinking: MMLU-Redux 90.9,0,False
 qwen3-32b,Qwen3-32B,Alibaba,mmmlu,MMMLU,Knowledge,% correct,80.6,https://arxiv.org/abs/2505.09388,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3 tech report Thinking: MMMLU 14 langs 80.6,0,True
-qwen3-32b,Qwen3-32B,Alibaba,mt_aime_2024,MT-AIME2024,Math,,75.0,https://arxiv.org/abs/2505.09388,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3 tech report Thinking: MT-AIME2024 75.0,0,True
+qwen3-32b,Qwen3-32B,Alibaba,mt_aime_2024,MT-AIME2024,Math,%,75.0,https://arxiv.org/abs/2505.09388,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3 tech report Thinking: MT-AIME2024 75.0,0,True
 qwen3-32b,Qwen3-32B,Alibaba,multi_if,Multi-IF,Instruction Following,%,73.0,https://arxiv.org/abs/2505.09388,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3 tech report Thinking: Multi-IF 73.0,0,True
 qwen3-32b,Qwen3-32B,Alibaba,terminal_bench_1,Terminal-Bench 1.0,Agentic,% solved,15.5,https://www.tbench.ai/leaderboard/terminal-bench/1.0,leaderboard,verified,,,"Confirmed 15.5% on tbench.ai Terminal-Bench 1.0 leaderboard (TerminalAgent scaffold, 2025-07-31).",0,True
 qwen3-4b,Qwen3-4B,Alibaba,aime_2024,AIME 2024,Math,% correct (pass@1),73.8,https://arxiv.org/abs/2505.09388,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3 tech report Table 13/15/17/19 Thinking: AIME 2024 73.8,0,False
@@ -4711,7 +4711,7 @@ qwen3-4b,Qwen3-4B,Alibaba,mmlu,MMLU,Knowledge,% correct,72.99,https://arxiv.org/
 qwen3-4b,Qwen3-4B,Alibaba,mmlu_pro,MMLU-Pro,Knowledge,% correct,74.0,https://huggingface.co/Qwen/Qwen3-4B-Thinking-2507,,dropped,,," | DROPPED: BP value from Qwen3-X-Thinking-2507 (post-July fine-tune), but BP model release_date=2025-05-15. Wrong-variant (later checkpoint).",0,False
 qwen3-4b,Qwen3-4B,Alibaba,mmlu_redux,MMLU-Redux,Knowledge,,83.7,https://arxiv.org/abs/2505.09388,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3 tech report Thinking: MMLU-Redux 83.7,0,False
 qwen3-4b,Qwen3-4B,Alibaba,mmmlu,MMMLU,Knowledge,% correct,69.8,https://arxiv.org/abs/2505.09388,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3 tech report Thinking: MMMLU 14 langs 69.8,0,False
-qwen3-4b,Qwen3-4B,Alibaba,mt_aime_2024,MT-AIME2024,Math,,60.7,https://arxiv.org/abs/2505.09388,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3 tech report Thinking: MT-AIME2024 60.7,0,False
+qwen3-4b,Qwen3-4B,Alibaba,mt_aime_2024,MT-AIME2024,Math,%,60.7,https://arxiv.org/abs/2505.09388,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3 tech report Thinking: MT-AIME2024 60.7,0,False
 qwen3-4b,Qwen3-4B,Alibaba,multi_if,Multi-IF,Instruction Following,%,66.3,https://arxiv.org/abs/2505.09388,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3 tech report Thinking: Multi-IF 66.3,0,False
 qwen3-8b,Qwen3-8B,Alibaba,aime_2024,AIME 2024,Math,% correct (pass@1),76.0,https://arxiv.org/abs/2505.09388,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3 tech report Table 13/15/17/19 Thinking: AIME 2024 76.0,0,True
 qwen3-8b,Qwen3-8B,Alibaba,aime_2025,AIME 2025,Math,% correct (pass@1),67.3,https://arxiv.org/abs/2505.09388,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3 tech report Thinking: AIME 2025 67.3. [R5d: prior unverified value 67.3 from https://huggingface.co/deepseek-ai/DeepSeek-R1-0528 deleted.],0,True
@@ -4730,7 +4730,7 @@ qwen3-8b,Qwen3-8B,Alibaba,mmlu,MMLU,Knowledge,% correct,76.89,https://arxiv.org/
 qwen3-8b,Qwen3-8B,Alibaba,mmlu_pro,MMLU-Pro,Knowledge,% correct,56.73,https://arxiv.org/abs/2505.09388,,dropped,,, | DROPPED: BP value sourced from Base model column (Table 3-8) but model is_reasoning=true → canonical = Thinking variant. Wrong-variant cell.,0,False
 qwen3-8b,Qwen3-8B,Alibaba,mmlu_redux,MMLU-Redux,Knowledge,,87.5,https://arxiv.org/abs/2505.09388,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3 tech report Thinking: MMLU-Redux 87.5,0,False
 qwen3-8b,Qwen3-8B,Alibaba,mmmlu,MMMLU,Knowledge,% correct,74.4,https://arxiv.org/abs/2505.09388,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3 tech report Thinking: MMMLU 14 langs 74.4,0,True
-qwen3-8b,Qwen3-8B,Alibaba,mt_aime_2024,MT-AIME2024,Math,,65.4,https://arxiv.org/abs/2505.09388,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3 tech report Thinking: MT-AIME2024 65.4,0,True
+qwen3-8b,Qwen3-8B,Alibaba,mt_aime_2024,MT-AIME2024,Math,%,65.4,https://arxiv.org/abs/2505.09388,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3 tech report Thinking: MT-AIME2024 65.4,0,True
 qwen3-8b,Qwen3-8B,Alibaba,multi_if,Multi-IF,Instruction Following,%,71.2,https://arxiv.org/abs/2505.09388,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3 tech report Thinking: Multi-IF 71.2,0,True
 qwen3.5-397b,Qwen3.5-397B-A17B,Alibaba,aa_lcr,AA Long Context Reasoning,Long Context,% correct,68.7,https://huggingface.co/Qwen/Qwen3.5-397B-A17B,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3.5-397B-A17B HF model card cross-model table: AA-LCR 68.7 (was 72.7 = GPT5.2). [R5d: prior unverified value 72.7 from https://huggingface.co/Qwen/Qwen3.5-397B-A17B deleted — was scraped from wrong column (likely GPT5.2 column).],0,True
 qwen3.5-397b,Qwen3.5-397B-A17B,Alibaba,aime_2024,AIME 2024,Math,% correct (pass@1),94.0,https://artificialanalysis.ai/models/qwen3-5-397b-a17b,,needs_review,,,Reference URL is AA model page (qwen3-5-397b-a17b). AA shows aime=null for all qwen3-5 models; AIME benchmark not yet evaluated by AA for this model. Cannot verify 94 from AA source.,0,False
@@ -4739,7 +4739,7 @@ qwen3.5-397b,Qwen3.5-397B-A17B,Alibaba,aime_2026,AIME 2026,Math,% correct (pass@
 qwen3.5-397b,Qwen3.5-397B-A17B,Alibaba,browsecomp,BrowseComp,Agentic,% correct,69.0,https://huggingface.co/Qwen/Qwen3.5-397B-A17B,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3.5-397B-A17B HF model card cross-model table: BrowseComp 69.0 simple context-folding (was 65.8 = GPT5.2). [R5d: prior unverified value 65.8 from https://huggingface.co/Qwen/Qwen3.5-397B-A17B deleted — was scraped from wrong column (likely GPT5.2 column).],1,True
 qwen3.5-397b,Qwen3.5-397B-A17B,Alibaba,browsecomp_zh,BrowseComp-ZH,Agentic search,,70.3,https://huggingface.co/Qwen/Qwen3.5-397B-A17B,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3.5-397B-A17B HF model card cross-model table: BrowseComp-zh 70.3,0,True
 qwen3.5-397b,Qwen3.5-397B-A17B,Alibaba,bullshit_pushback,Bullshit-Bench (Clear Pushback),Behavior,% clear pushback,65.45,https://github.com/petergpt/bullshit-benchmark/tree/main/data/latest,leaderboard,verified,True,"""leaderboard.csv green_rate×100; reasoning=none""",,0,True
-qwen3.5-397b,Qwen3.5-397B-A17B,Alibaba,charxiv_reasoning,CharXiv Reasoning,Multimodal,% correct (no tools),80.8,https://huggingface.co/Qwen/Qwen3.5-397B-A17B,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3.5-397B-A17B HF model card cross-model table: CharXiv RQ 80.8,0,True
+qwen3.5-397b,Qwen3.5-397B-A17B,Alibaba,charxiv_reasoning,CharXiv Reasoning,Multimodal,% accuracy,80.8,https://huggingface.co/Qwen/Qwen3.5-397B-A17B,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3.5-397B-A17B HF model card cross-model table: CharXiv RQ 80.8,0,True
 qwen3.5-397b,Qwen3.5-397B-A17B,Alibaba,codeforces_rating,Codeforces Rating,Coding,Elo rating,2200.0,https://artificialanalysis.ai/models/qwen3-5-397b-a17b,,needs_review,,,Reference URL is AA model page (qwen3-5-397b-a17b). AA does not publish codeforces_rating data; field is not present in AA model data. Cannot verify 2200 from AA source. Original source may be Qwen tech report.,0,False
 qwen3.5-397b,Qwen3.5-397B-A17B,Alibaba,global_piqa,Global PIQA,Reasoning,,89.8,https://huggingface.co/Qwen/Qwen3.5-397B-A17B,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3.5-397B-A17B HF model card cross-model table: Global PIQA 89.8,0,True
 qwen3.5-397b,Qwen3.5-397B-A17B,Alibaba,gpqa_diamond,GPQA Diamond,Science,% correct,88.4,https://huggingface.co/Qwen/Qwen3.5-397B-A17B,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3.5-397B-A17B HF model card cross-model table: GPQA Diamond 88.4 (was 92.4 = GPT5.2 col). [R5d: prior unverified value 92.4 from https://huggingface.co/Qwen/Qwen3.5-397B-A17B deleted — was scraped from wrong column (likely GPT5.2 column).],0,True
@@ -4756,7 +4756,7 @@ qwen3.5-397b,Qwen3.5-397B-A17B,Alibaba,longbench_v2,LongBench-V2,Long Context,%,
 qwen3.5-397b,Qwen3.5-397B-A17B,Alibaba,math_500,MATH-500,Math,% correct,98.0,https://venturebeat.com/technology/alibabas-qwen-3-5-397b-a17/,,dropped,,,"DROPPED (R5h): random third-party blog/aggregator, no primary trail",0,False
 qwen3.5-397b,Qwen3.5-397B-A17B,Alibaba,mathvision,MathVision,Math,% correct,88.6,https://huggingface.co/Qwen/Qwen3.5-397B-A17B,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3.5-397B-A17B HF model card cross-model table: MathVision 88.6 (HF Vision section; supersedes 90.3 from artificialanalysis.ai). [R5d: prior unverified value 90.3 from https://artificialanalysis.ai/models/qwen3-5-397b-a17b deleted — was scraped from wrong column (likely GPT5.2 column).],0,True
 qwen3.5-397b,Qwen3.5-397B-A17B,Alibaba,mathvista_mini,MathVista (mini),Multimodal Math,,90.3,https://huggingface.co/Qwen/Qwen3.5-397B-A17B,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3.5-397B-A17B HF model card cross-model table: MathVista (mini) 90.3,0,False
-qwen3.5-397b,Qwen3.5-397B-A17B,Alibaba,mcpmark,MCPMark,Agentic,,46.1,https://huggingface.co/Qwen/Qwen3.5-397B-A17B,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3.5-397B-A17B HF model card cross-model table: MCP-Mark 46.1,0,True
+qwen3.5-397b,Qwen3.5-397B-A17B,Alibaba,mcpmark,MCPMark,Agentic,% success (pass@1),46.1,https://huggingface.co/Qwen/Qwen3.5-397B-A17B,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3.5-397B-A17B HF model card cross-model table: MCP-Mark 46.1,0,True
 qwen3.5-397b,Qwen3.5-397B-A17B,Alibaba,mmlu,MMLU,Knowledge,% correct,88.6,https://automatio.ai/models/qwen3-5-397b-a17b,,dropped,,,"DROPPED (R5h): random third-party blog/aggregator, no primary trail",0,False
 qwen3.5-397b,Qwen3.5-397B-A17B,Alibaba,mmlu_pro,MMLU-Pro,Knowledge,% correct,87.8,https://huggingface.co/Qwen/Qwen3.5-397B-A17B,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3.5-397B-A17B HF model card cross-model table: MMLU-Pro 87.8 (was 87.4 = GPT5.2). [R5d: prior unverified value 87.4 from https://huggingface.co/Qwen/Qwen3.5-397B-A17B deleted — was scraped from wrong column (likely GPT5.2 column).],0,True
 qwen3.5-397b,Qwen3.5-397B-A17B,Alibaba,mmlu_redux,MMLU-Redux,Knowledge,,94.9,https://huggingface.co/Qwen/Qwen3.5-397B-A17B,model_card,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",Qwen3.5-397B-A17B HF model card cross-model table: MMLU-Redux 94.9,0,False
@@ -4786,7 +4786,7 @@ qwen3.6-plus,Qwen3.6-Plus,Alibaba,global_piqa,Global PIQA,Reasoning,,89.8,https:
 qwen3.6-plus,Qwen3.6-Plus,Alibaba,gpqa_diamond,GPQA Diamond,Science,% correct,90.4,https://z.ai/blog/glm-5.1,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",GLM-5.1 blog: qwen3.6-plus=90.4.,0,True
 qwen3.6-plus,Qwen3.6-Plus,Alibaba,gpqa_main,GPQA Main (full set),Science,,90.4,https://llm-stats.com/benchmarks/gpqa,third_party_aggregator,verified_third_party,True,{},"llm-stats.com row: model=Qwen3.6 Plus, slug=qwen3.6-plus, provider=Alibaba Cloud / Qwen Team",0,True
 qwen3.6-plus,Qwen3.6-Plus,Alibaba,hle,HLE (Humanity's Last Exam),Reasoning,% correct,28.8,https://z.ai/blog/glm-5.1,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",GLM-5.1 blog: qwen3.6-plus=28.8.,0,True
-qwen3.6-plus,Qwen3.6-Plus,Alibaba,hle_text,HLE Text,Search Agent,%,28.8,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,True,{},"llm-stats.com row: model=Qwen3.6 Plus, slug=qwen3.6-plus, provider=Alibaba Cloud / Qwen Team",0,True
+qwen3.6-plus,Qwen3.6-Plus,Alibaba,hle_text,HLE Text,Reasoning,%,28.8,https://llm-stats.com/benchmarks/humanity's-last-exam,third_party_aggregator,verified_third_party,True,{},"llm-stats.com row: model=Qwen3.6 Plus, slug=qwen3.6-plus, provider=Alibaba Cloud / Qwen Team",0,True
 qwen3.6-plus,Qwen3.6-Plus,Alibaba,hmmt_feb_2025,HMMT Feb 2025,Math,%,96.7,https://llm-stats.com/benchmarks/hmmt-2025,third_party_aggregator,verified_third_party,True,{},"llm-stats.com row: model=Qwen3.6 Plus, slug=qwen3.6-plus, provider=Alibaba Cloud / Qwen Team",0,True
 qwen3.6-plus,Qwen3.6-Plus,Alibaba,hmmt_feb_2026,HMMT Feb 2026,Math,% correct (pass@1),87.8,https://z.ai/blog/glm-5.1,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",GLM-5.1 blog: qwen3.6-plus=87.8.,0,True
 qwen3.6-plus,Qwen3.6-Plus,Alibaba,hmmt_nov_2025,HMMT Nov 2025,Math,% correct,94.6,https://z.ai/blog/glm-5.1,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",GLM-5.1 blog: qwen3.6-plus=94.6.,0,True
@@ -4797,7 +4797,7 @@ qwen3.6-plus,Qwen3.6-Plus,Alibaba,livecodebench_v6,LiveCodeBench v6,Coding,%,87.
 qwen3.6-plus,Qwen3.6-Plus,Alibaba,longbench_v2,LongBench-V2,Long Context,%,62.0,https://llm-stats.com/benchmarks/longbench-v2,third_party_aggregator,verified_third_party,True,{},"llm-stats.com row: model=Qwen3.6 Plus, slug=qwen3.6-plus, provider=Alibaba Cloud / Qwen Team",0,True
 qwen3.6-plus,Qwen3.6-Plus,Alibaba,mathvision,MathVision,Math,% correct,88.0,https://llm-stats.com/benchmarks/mathvision,third_party_aggregator,verified_third_party,True,{},"llm-stats.com row: model=Qwen3.6 Plus, slug=qwen3.6-plus, provider=Alibaba Cloud / Qwen Team",0,True
 qwen3.6-plus,Qwen3.6-Plus,Alibaba,mcpatlas,MCPAtlas Public,Agentic,% correct (pass@1),74.1,https://z.ai/blog/glm-5.1,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""agentic""}",GLM-5.1 blog: qwen3.6-plus=74.1.,0,True
-qwen3.6-plus,Qwen3.6-Plus,Alibaba,mcpmark,MCPMark,Agentic,,48.2,https://llm-stats.com/benchmarks/mcp-mark,third_party_aggregator,verified_third_party,True,{},"llm-stats.com row: model=Qwen3.6 Plus, slug=qwen3.6-plus, provider=Alibaba Cloud / Qwen Team",0,True
+qwen3.6-plus,Qwen3.6-Plus,Alibaba,mcpmark,MCPMark,Agentic,% success (pass@1),48.2,https://llm-stats.com/benchmarks/mcp-mark,third_party_aggregator,verified_third_party,True,{},"llm-stats.com row: model=Qwen3.6 Plus, slug=qwen3.6-plus, provider=Alibaba Cloud / Qwen Team",0,True
 qwen3.6-plus,Qwen3.6-Plus,Alibaba,mmlongbench_doc,MMLongBench-Doc,Vision Long Context,%,62.0,https://llm-stats.com/benchmarks/mmlongbench-doc,third_party_aggregator,verified_third_party,True,{},"llm-stats.com row: model=Qwen3.6 Plus, slug=qwen3.6-plus, provider=Alibaba Cloud / Qwen Team",0,False
 qwen3.6-plus,Qwen3.6-Plus,Alibaba,mmlu_pro,MMLU-Pro,Knowledge,% correct,88.5,https://qwen.ai/blog?id=qwen3.6,official_blog,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","Qwen3.6 blog: qwen3.6-plus=88.5 (vs Claude Opus 4.5=89.5, Kimi-K2.5=87.1, GLM5=85.7, Qwen3.5-397B=87.8).",0,True
 qwen3.6-plus,Qwen3.6-Plus,Alibaba,mmlu_redux,MMLU-Redux,Knowledge,,94.5,https://llm-stats.com/benchmarks/mmlu-redux,third_party_aggregator,verified_third_party,True,{},"llm-stats.com row: model=Qwen3.6 Plus, slug=qwen3.6-plus, provider=Alibaba Cloud / Qwen Team",0,False
@@ -4846,7 +4846,7 @@ qwq-32b,QwQ-32B,Alibaba,mmlu,MMLU,Knowledge,% correct,88.4,https://arxiv.org/abs
 qwq-32b,QwQ-32B,Alibaba,mmlu_pro,MMLU-Pro,Knowledge,% correct,62.0,https://qwenlm.github.io/blog/qwq-32b/,,dropped,,, | DROPPED: BP cell URL points to qwenlm.github.io/blog/qwq-32b/ but that blog does not report MMLU-Pro; not in Qwen3 tech report Table 13 either. Ghost cell per R5g(a).,0,False
 qwq-32b,QwQ-32B,Alibaba,mmlu_redux,MMLU-Redux,Knowledge,,90.0,https://arxiv.org/abs/2505.09388,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",QwQ-32B blog (qwenlm.github.io/blog/qwq-32b/) + Qwen3 tech report Table 13 baseline column: MMLU-Redux 90.0,0,False
 qwq-32b,QwQ-32B,Alibaba,mmmlu,MMMLU,Knowledge,% correct,80.9,https://arxiv.org/abs/2505.09388,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",QwQ-32B blog (qwenlm.github.io/blog/qwq-32b/) + Qwen3 tech report Table 13 baseline column: MMMLU 14 langs 80.9,0,True
-qwq-32b,QwQ-32B,Alibaba,mt_aime_2024,MT-AIME2024,Math,,68.0,https://arxiv.org/abs/2505.09388,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",QwQ-32B blog (qwenlm.github.io/blog/qwq-32b/) + Qwen3 tech report Table 13 baseline column: MT-AIME2024 68.0,0,True
+qwq-32b,QwQ-32B,Alibaba,mt_aime_2024,MT-AIME2024,Math,%,68.0,https://arxiv.org/abs/2505.09388,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",QwQ-32B blog (qwenlm.github.io/blog/qwq-32b/) + Qwen3 tech report Table 13 baseline column: MT-AIME2024 68.0,0,True
 qwq-32b,QwQ-32B,Alibaba,multi_if,Multi-IF,Instruction Following,%,68.3,https://arxiv.org/abs/2505.09388,tech_report,verified,True,"{""effort"": ""default"", ""harness"": ""official"", ""judge"": ""rule-based"", ""mode"": ""thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}",QwQ-32B blog (qwenlm.github.io/blog/qwq-32b/) + Qwen3 tech report Table 13 baseline column: Multi-IF 68.3,0,True
 qwq-32b,QwQ-32B,Alibaba,safety,Safety (OLMES suite),Safety,,69.9,https://arxiv.org/abs/2501.00656,tech_report,verified,False,"{""effort"": ""n/a"", ""harness"": ""OLMES"", ""judge"": ""rule-based"", ""mode"": ""non-thinking"", ""prompt_style"": ""default"", ""sampling"": ""pass@1"", ""temperature"": ""default"", ""tools"": ""none""}","OLMo 2 paper Table 7 Instruct (qwq-32b column): safety=69.9. Third-party Allen AI self-test, mc=false.",0,True
 qwq-32b,QwQ-32B,Alibaba,swe_bench_verified,SWE-bench Verified,Coding,% resolved,35.0,https://medium.com/towards-agi/qwq-32b-preview-benchmarks-revolutionizing-ai-reasoning-capabilities-b2014a00c208,,dropped,,,"DROPPED (R5h): random third-party blog/aggregator, no primary trail",0,False