Search foundation: embeddings, rerankers, small LMs for better search
jina-reranker-v3: Last but Not Late Interaction for Document Reranking
Efficient Code Embeddings from Code Generation Models
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| Embeddings | Rerankers | ReaderLMs |
|---|---|---|
| jina-code-embeddings-1.5b (2025-09-01) HF | ArXiv | API | Blog |
jina-reranker-v3 (2025-10-03) HF | ArXiv | API | Blog |
ReaderLM-v2 (2025-01-16) HF | ArXiv | API | Blog |
| jina-code-embeddings-0.5b (2025-09-01) HF | ArXiv | API | Blog |
jina-reranker-m0 (2025-04-08) HF | API | Blog |
reader-lm-1.5b (2024-08-11) HF | Blog |
| jina-embeddings-v4 (2025-06-24) HF | ArXiv | API | Blog |
jina-reranker-v2-base-multilingual (2024-06-25) HF | API | Blog |
reader-lm-0.5b (2024-08-11) HF | Blog |
| jina-clip-v2 (2024-11-05) HF | ArXiv | API | Blog |
jina-reranker-v1-turbo-en (2024-04-18) HF | API | Blog |
Reader API (2024-04-01) API |
| jina-embeddings-v3 (2024-09-18) HF | ArXiv | API | Blog |
jina-reranker-v1-tiny-en (2024-04-18) HF | API | Blog |
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| jina-colbert-v2 (2024-08-31) HF | ArXiv | API | Blog |
jina-reranker-v1-base-en (2024-02-29) HF | API | Blog |
|
| jina-clip-v1 (2024-06-05) HF | ArXiv | API | Blog |
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| jina-colbert-v1-en (2024-02-17) HF | API | Blog |
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| jina-embeddings-v2-base-es (2024-02-14) HF | ArXiv | API | Blog |
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| jina-embeddings-v2-base-code (2024-02-05) HF | API | Blog |
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| jina-embeddings-v2-base-de (2024-01-15) HF | ArXiv | API | Blog |
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| jina-embeddings-v2-base-zh (2024-01-09) HF | ArXiv | API | Blog |
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| jina-embeddings-v2-base-en (2023-10-28) HF | ArXiv | API | Blog |
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| jina-embedding-b-en-v1 (2023-06-17) HF | ArXiv | API |
