Update README.md

README.md

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 ![Jina AI: Embeddings, Rerankers and Small Language Models for Better Search](https://raw.githubusercontent.com/jina-ai/.github/refs/heads/main/profile/1.png)
 [Homepage](https://jina.ai) | [Blog](https://jina.ai/news) | [Download Logo](https://jina.ai/logo-Jina-1024.zip) | [GitHub](https://github.com/jina-ai) | [Hugging Face](https://huggingface.co/jinaai) | [X/Twitter](https://x.com/jinaAI_) | [LinkedIn](https://www.linkedin.com/company/jinaai/) | [Discord](https://discord.jina.ai) | [Email](mailto:support@jina.ai) | [AWS](https://aws.amazon.com/marketplace/seller-profile?id=seller-stch2ludm6vgy) | [Azure](https://azuremarketplace.microsoft.com/en-US/marketplace/apps?page=1&search=jina) | [GCP](https://console.cloud.google.com/marketplace/browse?q=jina)
 
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 | Embeddings | Rerankers | ReaderLMs |
 |------------|-----------|-----------|
-| **jina-code-embeddings-1.5b** (2025-09-01)<br>[HF](https://huggingface.co/jinaai/jina-code-embeddings-1.5b) \| [ArXiv](https://arxiv.org/abs/2508.21290) \| [API](https://jina.ai/?sui&model=jina-code-embeddings-1.5b) \| [Blog](https://jina.ai/news/jina-code-embeddings-sota-code-retrieval-at-0-5b-and-1-5b) | **jina-reranker-m0** (2025-04-08)<br>[HF](https://huggingface.co/jinaai/jina-reranker-m0) \| [API](https://jina.ai/?sui=reranker&model=jina-reranker-m0) \| [Blog](https://jina.ai/news/jina-reranker-m0-multilingual-multimodal-document-reranker) | **ReaderLM-v2** (2025-01-16)<br>[HF](https://huggingface.co/jinaai/ReaderLM-v2) \| [ArXiv](https://arxiv.org/abs/2503.01151) \| [API](https://jina.ai/api-dashboard/reader) \| [Blog](https://jina.ai/news/readerlm-v2-frontier-small-language-model-for-html-to-markdown-and-json) |
-| **jina-code-embeddings-0.5b** (2025-09-01)<br>[HF](https://huggingface.co/jinaai/jina-code-embeddings-0.5b) \| [ArXiv](https://arxiv.org/abs/2508.21290) \| [API](https://jina.ai/?sui&model=jina-code-embeddings-0.5b) \| [Blog](https://jina.ai/news/jina-code-embeddings-sota-code-retrieval-at-0-5b-and-1-5b) | **jina-reranker-v2-base-multilingual** (2024-06-25)<br>[HF](https://huggingface.co/jinaai/jina-reranker-v2-base-multilingual) \| [API](https://jina.ai/?sui=reranker&model=jina-reranker-v2-base-multilingual) \| [Blog](https://jina.ai/news/jina-reranker-v2-for-agentic-rag-ultra-fast-multilingual-function-calling-and-code-search) | **reader-lm-1.5b** (2024-08-11)<br>[HF](https://huggingface.co/jinaai/reader-lm-1.5b) \| [Blog](https://jina.ai/news/reader-lm-small-language-models-for-cleaning-and-converting-html-to-markdown) |
-| **jina-embeddings-v4** (2025-06-24)<br>[HF](https://huggingface.co/jinaai/jina-embeddings-v4) \| [ArXiv](https://arxiv.org/abs/2506.18902) \| [API](https://jina.ai/?sui&model=jina-embeddings-v4) \| [Blog](https://jina.ai/news/jina-embeddings-v4-universal-embeddings-for-multimodal-multilingual-retrieval) | **jina-reranker-v1-turbo-en** (2024-04-18)<br>[HF](https://huggingface.co/jinaai/jina-reranker-v1-turbo-en) \| [API](https://jina.ai/?sui&model=jina-reranker-v1-turbo-en) \| [Blog](https://jina.ai/news/smaller-faster-cheaper-jina-rerankers-turbo-and-tiny) | **reader-lm-0.5b** (2024-08-11)<br>[HF](https://huggingface.co/jinaai/reader-lm-0.5b) \| [Blog](https://jina.ai/news/reader-lm-small-language-models-for-cleaning-and-converting-html-to-markdown) |
-| **jina-clip-v2** (2024-11-05)<br>[HF](https://huggingface.co/jinaai/jina-clip-v2) \| [ArXiv](https://arxiv.org/abs/2412.08802) \| [API](https://jina.ai/?sui&model=jina-clip-v2) \| [Blog](https://jina.ai/news/jina-clip-v2-multilingual-multimodal-embeddings-for-text-and-images/) | **jina-reranker-v1-tiny-en** (2024-04-18)<br>[HF](https://huggingface.co/jinaai/jina-reranker-v1-tiny-en) \| [API](https://jina.ai/?sui&model=jina-reranker-v1-tiny-en) \| [Blog](https://jina.ai/news/smaller-faster-cheaper-jina-rerankers-turbo-and-tiny) | **Reader API** (2024-04-01)<br>[API](https://jina.ai/reader) |
-| **jina-embeddings-v3** (2024-09-18)<br>[HF](https://huggingface.co/jinaai/jina-embeddings-v3) \| [ArXiv](https://arxiv.org/abs/2409.10173) \| [API](https://jina.ai/?sui&model=jina-embeddings-v3) \| [Blog](https://jina.ai/news/jina-embeddings-v3-a-frontier-multilingual-embedding-model) | **jina-reranker-v1-base-en** (2024-02-29)<br>[HF](https://huggingface.co/jina-ai/jina-reranker-v1-base-en) \| [API](https://jina.ai/?sui&model=jina-reranker-v1-base-en) \| [Blog](https://jina.ai/news/maximizing-search-relevancy-and-rag-accuracy-with-jina-reranker) | |
-| **jina-colbert-v2** (2024-08-31)<br>[HF](https://huggingface.co/jinaai/jina-colbert-v2) \| [ArXiv](https://arxiv.org/abs/2408.16672) \| [API](https://jina.ai/?sui&model=jina-colbert-v2) \| [Blog](https://jina.ai/news/jina-colbert-v2-multilingual-late-interaction-retriever-for-embedding-and-reranking) | | |
+| **jina-code-embeddings-1.5b** (2025-09-01)<br>[HF](https://huggingface.co/jinaai/jina-code-embeddings-1.5b) \| [ArXiv](https://arxiv.org/abs/2508.21290) \| [API](https://jina.ai/?sui&model=jina-code-embeddings-1.5b) \| [Blog](https://jina.ai/news/jina-code-embeddings-sota-code-retrieval-at-0-5b-and-1-5b) | **jina-reranker-v3** (2025-10-03)<br>[HF](https://huggingface.co/jinaai/jina-reranker-v3) \| [ArXiv](https://arxiv.org/abs/2509.25085) \| [API](https://jina.ai/?sui=reranker&model=jina-reranker-v3) \| [Blog](https://jina.ai/news/jina-reranker-v3-0-6b-listwise-reranker-for-sota-multilingual-retrieval) | **ReaderLM-v2** (2025-01-16)<br>[HF](https://huggingface.co/jinaai/ReaderLM-v2) \| [ArXiv](https://arxiv.org/abs/2503.01151) \| [API](https://jina.ai/api-dashboard/reader) \| [Blog](https://jina.ai/news/readerlm-v2-frontier-small-language-model-for-html-to-markdown-and-json) |
+| **jina-code-embeddings-0.5b** (2025-09-01)<br>[HF](https://huggingface.co/jinaai/jina-code-embeddings-0.5b) \| [ArXiv](https://arxiv.org/abs/2508.21290) \| [API](https://jina.ai/?sui&model=jina-code-embeddings-0.5b) \| [Blog](https://jina.ai/news/jina-code-embeddings-sota-code-retrieval-at-0-5b-and-1-5b) | **jina-reranker-m0** (2025-04-08)<br>[HF](https://huggingface.co/jinaai/jina-reranker-m0) \| [API](https://jina.ai/?sui=reranker&model=jina-reranker-m0) \| [Blog](https://jina.ai/news/jina-reranker-m0-multilingual-multimodal-document-reranker) | **reader-lm-1.5b** (2024-08-11)<br>[HF](https://huggingface.co/jinaai/reader-lm-1.5b) \| [Blog](https://jina.ai/news/reader-lm-small-language-models-for-cleaning-and-converting-html-to-markdown) |
+| **jina-embeddings-v4** (2025-06-24)<br>[HF](https://huggingface.co/jinaai/jina-embeddings-v4) \| [ArXiv](https://arxiv.org/abs/2506.18902) \| [API](https://jina.ai/?sui&model=jina-embeddings-v4) \| [Blog](https://jina.ai/news/jina-embeddings-v4-universal-embeddings-for-multimodal-multilingual-retrieval) | **jina-reranker-v2-base-multilingual** (2024-06-25)<br>[HF](https://huggingface.co/jinaai/jina-reranker-v2-base-multilingual) \| [API](https://jina.ai/?sui=reranker&model=jina-reranker-v2-base-multilingual) \| [Blog](https://jina.ai/news/jina-reranker-v2-for-agentic-rag-ultra-fast-multilingual-function-calling-and-code-search) | **reader-lm-0.5b** (2024-08-11)<br>[HF](https://huggingface.co/jinaai/reader-lm-0.5b) \| [Blog](https://jina.ai/news/reader-lm-small-language-models-for-cleaning-and-converting-html-to-markdown) |
+| **jina-clip-v2** (2024-11-05)<br>[HF](https://huggingface.co/jinaai/jina-clip-v2) \| [ArXiv](https://arxiv.org/abs/2412.08802) \| [API](https://jina.ai/?sui&model=jina-clip-v2) \| [Blog](https://jina.ai/news/jina-clip-v2-multilingual-multimodal-embeddings-for-text-and-images/) | **jina-reranker-v1-turbo-en** (2024-04-18)<br>[HF](https://huggingface.co/jinaai/jina-reranker-v1-turbo-en) \| [API](https://jina.ai/?sui&model=jina-reranker-v1-turbo-en) \| [Blog](https://jina.ai/news/smaller-faster-cheaper-jina-rerankers-turbo-and-tiny) | **Reader API** (2024-04-01)<br>[API](https://jina.ai/reader) |
+| **jina-embeddings-v3** (2024-09-18)<br>[HF](https://huggingface.co/jinaai/jina-embeddings-v3) \| [ArXiv](https://arxiv.org/abs/2409.10173) \| [API](https://jina.ai/?sui&model=jina-embeddings-v3) \| [Blog](https://jina.ai/news/jina-embeddings-v3-a-frontier-multilingual-embedding-model) | **jina-reranker-v1-tiny-en** (2024-04-18)<br>[HF](https://huggingface.co/jinaai/jina-reranker-v1-tiny-en) \| [API](https://jina.ai/?sui&model=jina-reranker-v1-tiny-en) \| [Blog](https://jina.ai/news/smaller-faster-cheaper-jina-rerankers-turbo-and-tiny) | |
+| **jina-colbert-v2** (2024-08-31)<br>[HF](https://huggingface.co/jinaai/jina-colbert-v2) \| [ArXiv](https://arxiv.org/abs/2408.16672) \| [API](https://jina.ai/?sui&model=jina-colbert-v2) \| [Blog](https://jina.ai/news/jina-colbert-v2-multilingual-late-interaction-retriever-for-embedding-and-reranking) | **jina-reranker-v1-base-en** (2024-02-29)<br>[HF](https://huggingface.co/jina-ai/jina-reranker-v1-base-en) \| [API](https://jina.ai/?sui&model=jina-reranker-v1-base-en) \| [Blog](https://jina.ai/news/maximizing-search-relevancy-and-rag-accuracy-with-jina-reranker) | |
 | **jina-clip-v1** (2024-06-05)<br>[HF](https://huggingface.co/jinaai/jina-clip-v1) \| [ArXiv](https://arxiv.org/abs/2405.20204) \| [API](https://jina.ai/?sui&model=jina-clip-v1) \| [Blog](https://jina.ai/news/jina-clip-v1-a-truly-multimodal-embeddings-model-for-text-and-image) | | |
 | **jina-colbert-v1-en** (2024-02-17)<br>[HF](https://huggingface.co/jinaai/jina-colbert-v1-en) \| [API](https://jina.ai/?sui&model=jina-colbert-v1-en) \| [Blog](https://jina.ai/news/what-is-colbert-and-late-interaction-and-why-they-matter-in-search/) | | |
 | **jina-embeddings-v2-base-es** (2024-02-14)<br>[HF](https://huggingface.co/jinaai/jina-embeddings-v2-base-es) \| [ArXiv](https://arxiv.org/abs/2310.19923) \| [API](https://jina.ai/?sui&model=jina-embeddings-v2-base-es) \| [Blog](https://jina.ai/news/aqui-se-habla-espanol-top-quality-spanish-english-embeddings-and-8k-context) | | |
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 | **jina-embeddings-v2-base-en** (2023-10-28)<br>[HF](https://huggingface.co/jinaai/jina-embeddings-v2-base-en) \| [ArXiv](https://arxiv.org/abs/2310.19923) \| [API](https://jina.ai/?sui&model=jina-embeddings-v2-base-en) \| [Blog](https://jina.ai/news/jina-ai-launches-worlds-first-open-source-8k-text-embedding-rivaling-openai) | | |
 | **jina-embedding-b-en-v1** (2023-06-17)<br>[HF](https://huggingface.co/jinaai/jina-embedding-b-en-v1) \| [ArXiv](https://arxiv.org/abs/2307.11224) \| [API](https://jina.ai/?sui&model=jina-embedding-b-en-v1) | | |
 
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