Update README.md

README.md

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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) \| [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) \| [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-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) | |
@@ -28,5 +28,7 @@ pinned: false
 | **jina-embeddings-v2-base-de** (2024-01-15)<br>[HF](https://huggingface.co/jinaai/jina-embeddings-v2-base-de) \| [ArXiv](https://arxiv.org/abs/2310.19923) \| [API](https://jina.ai/?sui&model=jina-embeddings-v2-base-de) \| [Blog](https://jina.ai/news/ich-bin-ein-berliner-german-english-bilingual-embeddings-with-8k-token-length) | | |
 | **jina-embeddings-v2-base-zh** (2024-01-09)<br>[HF](https://huggingface.co/jinaai/jina-embeddings-v2-base-zh) \| [ArXiv](https://arxiv.org/abs/2310.19923) \| [API](https://jina.ai/?sui&model=jina-embeddings-v2-base-zh) \| [Blog](https://jina.ai/news/8k-token-length-bilingual-embeddings-break-language-barriers-in-chinese-and-english) | | |
 | **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) \| [API](https://jina.ai/?sui&model=jina-embedding-b-en-v1) | | |
+| **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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