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Search foundation: embeddings, rerankers, small LMs for better search

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hanxiao  authored a paper 1 day ago
jina-embeddings-v5-omni: Text-Geometry-Preserving Multimodal Embeddings via Frozen-Tower Composition
hanxiao  updated a model 1 day ago
jinaai/jina-embeddings-v5-omni-nano-mlx
hanxiao  published a model 1 day ago
jinaai/jina-embeddings-v5-omni-nano-mlx
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Papers

jina-embeddings-v5-omni: Text-Geometry-Preserving Multimodal Embeddings via Frozen-Tower Composition

jina-embeddings-v5-text: Task-Targeted Embedding Distillation

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Jina AI: Embeddings, Rerankers and Small Language Models for Better Search CLI | MCP | Homepage | Blog | Download Logo | GitHub | Hugging Face | X/Twitter | LinkedIn | Discord | Email | AWS | Azure | GCP

Embeddings Rerankers Small LMs
jina-embeddings-v5-omni-small (2026-05-07)
HF | ArXiv | API | Blog		 jina-reranker-v3 (2025-10-03)
HF | ArXiv | API | Blog		 jina-vlm (2025-12-04)
HF | ArXiv | Blog
jina-embeddings-v5-omni-nano (2026-05-07)
HF | ArXiv | API | Blog		 jina-reranker-m0 (2025-04-08)
HF | API | Blog		 ReaderLM-v2 (2025-01-16)
HF | ArXiv | API | Blog
jina-embeddings-v5-text-small (2026-02-18)
HF | ArXiv | API | Blog		 jina-reranker-v2-base-multilingual (2024-06-25)
HF | API | Blog		 reader-lm-1.5b (2024-08-11)
HF | Blog
jina-embeddings-v5-text-nano (2026-02-18)
HF | ArXiv | API | Blog		 jina-reranker-v1-turbo-en (2024-04-18)
HF | API | Blog		 reader-lm-0.5b (2024-08-11)
HF | Blog
jina-code-embeddings-1.5b (2025-09-01)
HF | ArXiv | API | Blog		 jina-reranker-v1-tiny-en (2024-04-18)
HF | API | Blog		 Reader API (2024-04-01)
API
jina-code-embeddings-0.5b (2025-09-01)
HF | ArXiv | API | Blog		 jina-reranker-v1-base-en (2024-02-29)
HF | API | Blog
jina-embeddings-v4 (2025-06-24)
HF | ArXiv | API | Blog
jina-clip-v2 (2024-11-05)
HF | ArXiv | API | Blog
jina-embeddings-v3 (2024-09-18)
HF | ArXiv | API | Blog
jina-colbert-v2 (2024-08-31)
HF | ArXiv | API | Blog
jina-clip-v1 (2024-06-05)
HF | ArXiv | API | Blog
jina-colbert-v1-en (2024-02-17)
HF | API | Blog
jina-embeddings-v2-base-es (2024-02-14)
HF | ArXiv | API | Blog
jina-embeddings-v2-base-code (2024-02-05)
HF | API | Blog
jina-embeddings-v2-base-de (2024-01-15)
HF | ArXiv | API | Blog
jina-embeddings-v2-base-zh (2024-01-09)
HF | ArXiv | API | Blog
jina-embeddings-v2-base-en (2023-10-28)
HF | ArXiv | API | Blog
jina-embedding-b-en-v1 (2023-06-17)
HF | ArXiv | API

Collections 17

jina-embeddings-v5-omni
Multimodal (text + image + video + audio) embedding models aligned with jina-embeddings-v5-text-*. Two sizes, four task variants each.
jina-embeddings-v5-text
Our 5th-gen embeddings: two lightweight multilingual models with SOTA performance in retrieval, matching, clustering, and classification.
jina-embeddings-v5-omni
Multimodal (text + image + video + audio) embedding models aligned with jina-embeddings-v5-text-*. Two sizes, four task variants each.
jina-embeddings-v5-text
Our 5th-gen embeddings: two lightweight multilingual models with SOTA performance in retrieval, matching, clustering, and classification.
View 17 collections