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README.md
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# CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction
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📑 <a href="https://huggingface.co/papers/2502.07316" target="_blank">Paper</a>    |    🌐 <a href="https://codei-o.github.io/" target="_blank">Project Page</a>    |    💾 <a href="https://huggingface.co/collections/hkust-nlp/codei-o-67a978e28fd926b56a4f55a2" target="_blank">Released Resources</a>    |    📦 <a href="https://github.com/hkust-nlp/CodeIO" target="_blank">Repo</a>
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<table>
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<tr>
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<th>Dataset</th>
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<th>Link</th>
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</tr>
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<tr>
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<td>CodeI/O-PythonEdu-Reasoning</td>
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<td style="text-align: center; vertical-align: middle;">
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<a href="https://huggingface.co/datasets/hkust-nlp/CodeIO-PyEdu-Reasoning">🤗</a>
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</td>
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</tr>
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</table>
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**Models**
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<table>
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<tr>
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<th rowspan="2">Base Model / Training</th>
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<th colspan="2">CodeI/O</th>
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<th colspan="2">CodeI/O++</th>
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</tr>
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<tr>
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<th>Stage 1</th>
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<th>Stage 2</th>
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<th>Stage 1</th>
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<th>Stage 2</th>
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</tr>
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<tr>
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<td>Qwen 2.5 7B Coder</td>
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<td style="text-align: center; vertical-align: middle;"><a href="https://huggingface.co/hkust-nlp/qwen2.5-7b-coder_codeio_stage1">🤗</a></td>
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<td style="text-align: center; vertical-align: middle;"><a href="https://huggingface.co/hkust-nlp/qwen2.5-7b-coder_codeio">🤗</a></td>
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<td style="text-align: center; vertical-align: middle;"><a href="https://huggingface.co/hkust-nlp/qwen2.5-7b-coder_codeio_pp_stage1">🤗</a></td>
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<td style="text-align: center; vertical-align: middle;"><a href="https://huggingface.co/hkust-nlp/qwen2.5-7b-coder_codeio_pp">🤗</a></td>
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</tr>
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<tr>
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<td>LLaMA 3.1 8B</td>
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<td style="text-align: center; vertical-align: middle;"><a href="https://huggingface.co/hkust-nlp/llama3.1-8b_codeio_stage1">🤗</a></td>
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<td style="text-align: center; vertical-align: middle;"><a href="https://huggingface.co/hkust-nlp/llama3.1-8b_codeio">🤗</a></td>
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<td style="text-align: center; vertical-align: middle;"><a href="https://huggingface.co/hkust-nlp/llama3.1-8b_codeio_pp_stage1">🤗</a></td>
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<td style="background-color: #e6f3ff; text-align: center; vertical-align: middle;"><a href="https://huggingface.co/hkust-nlp/llama3.1-8b_codeio_pp">🤗</a></td>
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</tr>
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<tr>
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<td>DeepSeek v2 Lite Coder</td>
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<td style="text-align: center; vertical-align: middle;"><a href="https://huggingface.co/hkust-nlp/dsv2-lite-coder_codeio_stage1">🤗</a></td>
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<td style="text-align: center; vertical-align: middle;"><a href="https://huggingface.co/hkust-nlp/dsv2-lite-coder_codeio">🤗</a></td>
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<td style="text-align: center; vertical-align: middle;"><a href="https://huggingface.co/hkust-nlp/dsv2-lite-coder_codeio_pp_stage1">🤗</a></td>
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<td style="text-align: center; vertical-align: middle;"><a href="https://huggingface.co/hkust-nlp/dsv2-lite-coder_codeio_pp">🤗</a></td>
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</tr>
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</table>
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## Citation
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If you find these resources helpful, please kindly cite as:
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```
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@article{li2025codeio,
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title={CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction},
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author={Li, Junlong and Guo, Daya and Yang, Dejian and Xu, Runxin and Wu, Yu and He, Junxian},
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journal={arXiv preprint arXiv:2502.07316},
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year={2025}
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}
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```
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license: mit
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library_name: transformers
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pipeline_tag: text-generation
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# CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction
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[https://huggingface.co/papers/2502.07316](https://huggingface.co/papers/2502.07316)
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Code: https://github.com/hkust-nlp/CodeIO
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The model takes text as input and produces text as output and is based on the transformers library.
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