[2601.01554] MOSS Transcribe Diarize: Accurate Transcription with Speaker Diarization
Homepage: https://mosi.cn/models/moss-transcribe-diarize
Online Demo: https://moss-transcribe-diarize-demo.mosi.cn

\n","updatedAt":"2026-01-07T03:22:16.131Z","author":{"_id":"629ef8544313a7c1dd671130","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/629ef8544313a7c1dd671130/i5xfHIgELcuO1Ew19ebTw.png","fullname":"Zhaoye Fei","name":"ngc7293","type":"user","isPro":false,"isHf":false,"isHfAdmin":false,"isMod":false,"followerCount":10,"isUserFollowing":false}},"numEdits":0,"identifiedLanguage":{"language":"en","probability":0.6729779243469238},"editors":["ngc7293"],"editorAvatarUrls":["https://cdn-avatars.huggingface.co/v1/production/uploads/629ef8544313a7c1dd671130/i5xfHIgELcuO1Ew19ebTw.png"],"reactions":[],"isReport":false},"replies":[{"id":"696037d9ceb27816e19e66e1","author":{"_id":"66fda55415148a910c99269e","avatarUrl":"/avatars/0a886a511b1f356642f92caf7222acc9.svg","fullname":"Elliott Dyson","name":"ElliottDysonDesigns","type":"user","isPro":false,"isHf":false,"isHfAdmin":false,"isMod":false,"followerCount":1,"isUserFollowing":false},"createdAt":"2026-01-08T23:03:53.000Z","type":"comment","data":{"edited":true,"hidden":false,"latest":{"raw":"Some very interesting work. Very much hoping for at least an open-weight release 🤞.\n\nP.s. In case you were not already aware, your website is currently down.","html":"

Some very interesting work. Very much hoping for at least an open-weight release 🤞.

\n

P.s. In case you were not already aware, your website is currently down.

\n","updatedAt":"2026-01-08T23:04:06.951Z","author":{"_id":"66fda55415148a910c99269e","avatarUrl":"/avatars/0a886a511b1f356642f92caf7222acc9.svg","fullname":"Elliott Dyson","name":"ElliottDysonDesigns","type":"user","isPro":false,"isHf":false,"isHfAdmin":false,"isMod":false,"followerCount":1,"isUserFollowing":false}},"numEdits":1,"identifiedLanguage":{"language":"en","probability":0.9943162202835083},"editors":["ElliottDysonDesigns"],"editorAvatarUrls":["/avatars/0a886a511b1f356642f92caf7222acc9.svg"],"reactions":[{"reaction":"👀","users":["ngc7293"],"count":1}],"isReport":false,"parentCommentId":"695dd1681731e22c71c08c8b"}},{"id":"6961c0ff1b1a1d202845b425","author":{"_id":"629ef8544313a7c1dd671130","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/629ef8544313a7c1dd671130/i5xfHIgELcuO1Ew19ebTw.png","fullname":"Zhaoye Fei","name":"ngc7293","type":"user","isPro":false,"isHf":false,"isHfAdmin":false,"isMod":false,"followerCount":10,"isUserFollowing":false},"createdAt":"2026-01-10T03:01:19.000Z","type":"comment","data":{"edited":false,"hidden":false,"latest":{"raw":"Thank you so much — really appreciate the kind words and your interest.\nWe’re planning to release an open-weight model in the coming months.\nAlso, thanks a lot for the heads-up about the website — we’re on it.","html":"

Thank you so much — really appreciate the kind words and your interest.
We’re planning to release an open-weight model in the coming months.
Also, thanks a lot for the heads-up about the website — we’re on it.

\n","updatedAt":"2026-01-10T03:01:19.144Z","author":{"_id":"629ef8544313a7c1dd671130","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/629ef8544313a7c1dd671130/i5xfHIgELcuO1Ew19ebTw.png","fullname":"Zhaoye Fei","name":"ngc7293","type":"user","isPro":false,"isHf":false,"isHfAdmin":false,"isMod":false,"followerCount":10,"isUserFollowing":false}},"numEdits":0,"identifiedLanguage":{"language":"en","probability":0.9499610066413879},"editors":["ngc7293"],"editorAvatarUrls":["https://cdn-avatars.huggingface.co/v1/production/uploads/629ef8544313a7c1dd671130/i5xfHIgELcuO1Ew19ebTw.png"],"reactions":[{"reaction":"🔥","users":["ElliottDysonDesigns","kiiic"],"count":2}],"isReport":false,"parentCommentId":"695dd1681731e22c71c08c8b"}},{"id":"69709456e62a79d007b6c614","author":{"_id":"629ef8544313a7c1dd671130","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/629ef8544313a7c1dd671130/i5xfHIgELcuO1Ew19ebTw.png","fullname":"Zhaoye Fei","name":"ngc7293","type":"user","isPro":false,"isHf":false,"isHfAdmin":false,"isMod":false,"followerCount":10,"isUserFollowing":false},"createdAt":"2026-01-21T08:54:46.000Z","type":"comment","data":{"edited":false,"hidden":false,"latest":{"raw":"@ElliottDysonDesigns Hi, we’ve recently launched an API interface ( https://studio.mosi.cn/docs/moss-transcribe-diarize ) for integration and usage. The open-source version is coming soon—stay tuned!","html":"

\n\n@ElliottDysonDesigns\n\t Hi, we’ve recently launched an API interface ( https://studio.mosi.cn/docs/moss-transcribe-diarize ) for integration and usage. The open-source version is coming soon—stay tuned!

\n","updatedAt":"2026-01-21T08:54:46.905Z","author":{"_id":"629ef8544313a7c1dd671130","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/629ef8544313a7c1dd671130/i5xfHIgELcuO1Ew19ebTw.png","fullname":"Zhaoye Fei","name":"ngc7293","type":"user","isPro":false,"isHf":false,"isHfAdmin":false,"isMod":false,"followerCount":10,"isUserFollowing":false}},"numEdits":0,"identifiedLanguage":{"language":"en","probability":0.7988746762275696},"editors":["ngc7293"],"editorAvatarUrls":["https://cdn-avatars.huggingface.co/v1/production/uploads/629ef8544313a7c1dd671130/i5xfHIgELcuO1Ew19ebTw.png"],"reactions":[],"isReport":false,"parentCommentId":"695dd1681731e22c71c08c8b"}}]},{"id":"695e6b7553ed237b6c2da64e","author":{"_id":"63a369d98c0c89dcae3b8329","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/63a369d98c0c89dcae3b8329/AiH2zjy1cnt9OADAAZMLD.jpeg","fullname":"Adina Yakefu","name":"AdinaY","type":"user","isPro":false,"isHf":true,"isHfAdmin":false,"isMod":false,"followerCount":1145,"isUserFollowing":false},"createdAt":"2026-01-07T14:19:33.000Z","type":"comment","data":{"edited":false,"hidden":false,"latest":{"raw":"Verycool & useful work! Is the model going to be open source? ","html":"

Verycool & useful work! Is the model going to be open source?

\n","updatedAt":"2026-01-07T14:19:33.915Z","author":{"_id":"63a369d98c0c89dcae3b8329","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/63a369d98c0c89dcae3b8329/AiH2zjy1cnt9OADAAZMLD.jpeg","fullname":"Adina Yakefu","name":"AdinaY","type":"user","isPro":false,"isHf":true,"isHfAdmin":false,"isMod":false,"followerCount":1145,"isUserFollowing":false}},"numEdits":0,"identifiedLanguage":{"language":"en","probability":0.8282871246337891},"editors":["AdinaY"],"editorAvatarUrls":["https://cdn-avatars.huggingface.co/v1/production/uploads/63a369d98c0c89dcae3b8329/AiH2zjy1cnt9OADAAZMLD.jpeg"],"reactions":[{"reaction":"👀","users":["schauppi","ckosten","ngc7293","yhzx233"],"count":4}],"isReport":false},"replies":[{"id":"6961c1b07e8350085b19c9b1","author":{"_id":"629ef8544313a7c1dd671130","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/629ef8544313a7c1dd671130/i5xfHIgELcuO1Ew19ebTw.png","fullname":"Zhaoye Fei","name":"ngc7293","type":"user","isPro":false,"isHf":false,"isHfAdmin":false,"isMod":false,"followerCount":10,"isUserFollowing":false},"createdAt":"2026-01-10T03:04:16.000Z","type":"comment","data":{"edited":false,"hidden":false,"latest":{"raw":"Thank you for your interest, and we plan to open-source it in the coming months.","html":"

Thank you for your interest, and we plan to open-source it in the coming months.

\n","updatedAt":"2026-01-10T03:04:16.212Z","author":{"_id":"629ef8544313a7c1dd671130","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/629ef8544313a7c1dd671130/i5xfHIgELcuO1Ew19ebTw.png","fullname":"Zhaoye Fei","name":"ngc7293","type":"user","isPro":false,"isHf":false,"isHfAdmin":false,"isMod":false,"followerCount":10,"isUserFollowing":false}},"numEdits":0,"identifiedLanguage":{"language":"en","probability":0.9186410903930664},"editors":["ngc7293"],"editorAvatarUrls":["https://cdn-avatars.huggingface.co/v1/production/uploads/629ef8544313a7c1dd671130/i5xfHIgELcuO1Ew19ebTw.png"],"reactions":[{"reaction":"🔥","users":["AdinaY","yhzx233","Shreesh-Coder","kiiic"],"count":4}],"isReport":false,"parentCommentId":"695e6b7553ed237b6c2da64e"}}]},{"id":"695f09f2ed3fd4cece5a748f","author":{"_id":"63d3e0e8ff1384ce6c5dd17d","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/1674830754237-63d3e0e8ff1384ce6c5dd17d.jpeg","fullname":"Librarian Bot (Bot)","name":"librarian-bot","type":"user","isPro":false,"isHf":false,"isHfAdmin":false,"isMod":false,"followerCount":318,"isUserFollowing":false},"createdAt":"2026-01-08T01:35:46.000Z","type":"comment","data":{"edited":false,"hidden":false,"latest":{"raw":"This is an automated message from the [Librarian Bot](https://huggingface.co/librarian-bots). I found the following papers similar to this paper. \n\nThe following papers were recommended by the Semantic Scholar API \n\n* [Train Short, Infer Long: Speech-LLM Enables Zero-Shot Streamable Joint ASR and Diarization on Long Audio](https://huggingface.co/papers/2511.16046) (2025)\n* [JoyVoice: Long-Context Conditioning for Anthropomorphic Multi-Speaker Conversational Synthesis](https://huggingface.co/papers/2512.19090) (2025)\n* [Context-Aware Whisper for Arabic ASR Under Linguistic Varieties](https://huggingface.co/papers/2511.18774) (2025)\n* [Toward Conversational Hungarian Speech Recognition: Introducing the BEA-Large and BEA-Dialogue Datasets](https://huggingface.co/papers/2511.13529) (2025)\n* [VALLR-Pin: Uncertainty-Factorized Visual Speech Recognition for Mandarin with Pinyin Guidance](https://huggingface.co/papers/2512.20032) (2025)\n* [VocalBench-zh: Decomposing and Benchmarking the Speech Conversational Abilities in Mandarin Context](https://huggingface.co/papers/2511.08230) (2025)\n* [RosettaSpeech: Zero-Shot Speech-to-Speech Translation from Monolingual Data](https://huggingface.co/papers/2511.20974) (2025)\n\n\n Please give a thumbs up to this comment if you found it helpful!\n\n If you want recommendations for any Paper on Hugging Face checkout [this](https://huggingface.co/spaces/librarian-bots/recommend_similar_papers) Space\n\n You can directly ask Librarian Bot for paper recommendations by tagging it in a comment: `@librarian-bot recommend`","html":"

This is an automated message from the Librarian Bot. I found the following papers similar to this paper.

\n

The following papers were recommended by the Semantic Scholar API

\n

\n
• Train Short, Infer Long: Speech-LLM Enables Zero-Shot Streamable Joint ASR and Diarization on Long Audio (2025)
\n
• JoyVoice: Long-Context Conditioning for Anthropomorphic Multi-Speaker Conversational Synthesis (2025)
\n
• Context-Aware Whisper for Arabic ASR Under Linguistic Varieties (2025)
\n
• Toward Conversational Hungarian Speech Recognition: Introducing the BEA-Large and BEA-Dialogue Datasets (2025)
\n
• VALLR-Pin: Uncertainty-Factorized Visual Speech Recognition for Mandarin with Pinyin Guidance (2025)
\n
• VocalBench-zh: Decomposing and Benchmarking the Speech Conversational Abilities in Mandarin Context (2025)
\n
• RosettaSpeech: Zero-Shot Speech-to-Speech Translation from Monolingual Data (2025)
\n

\n

Please give a thumbs up to this comment if you found it helpful!

\n

If you want recommendations for any Paper on Hugging Face checkout this Space

\n

You can directly ask Librarian Bot for paper recommendations by tagging it in a comment: \n\n@librarian-bot\n\t recommend

\n","updatedAt":"2026-01-08T01:35:46.840Z","author":{"_id":"63d3e0e8ff1384ce6c5dd17d","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/1674830754237-63d3e0e8ff1384ce6c5dd17d.jpeg","fullname":"Librarian Bot (Bot)","name":"librarian-bot","type":"user","isPro":false,"isHf":false,"isHfAdmin":false,"isMod":false,"followerCount":318,"isUserFollowing":false}},"numEdits":0,"identifiedLanguage":{"language":"en","probability":0.6881776452064514},"editors":["librarian-bot"],"editorAvatarUrls":["https://cdn-avatars.huggingface.co/v1/production/uploads/1674830754237-63d3e0e8ff1384ce6c5dd17d.jpeg"],"reactions":[{"reaction":"👍","users":["ttyu222"],"count":1}],"isReport":false}},{"id":"69791b5840a1ca431eb702f9","author":{"_id":"631c8ed571f8e7137df35838","avatarUrl":"/avatars/959ed1641ca190af17adb967514b0607.svg","fullname":"Shreesh Gupta","name":"Shreesh-Coder","type":"user","isPro":false,"isHf":false,"isHfAdmin":false,"isMod":false,"isUserFollowing":false},"createdAt":"2026-01-27T20:08:56.000Z","type":"comment","data":{"edited":false,"hidden":false,"latest":{"raw":"Really useful work, I'm excited to see the open-weight release!","html":"

Really useful work, I'm excited to see the open-weight release!

\n","updatedAt":"2026-01-27T20:08:56.089Z","author":{"_id":"631c8ed571f8e7137df35838","avatarUrl":"/avatars/959ed1641ca190af17adb967514b0607.svg","fullname":"Shreesh Gupta","name":"Shreesh-Coder","type":"user","isPro":false,"isHf":false,"isHfAdmin":false,"isMod":false,"isUserFollowing":false}},"numEdits":0,"identifiedLanguage":{"language":"en","probability":0.9697315096855164},"editors":["Shreesh-Coder"],"editorAvatarUrls":["/avatars/959ed1641ca190af17adb967514b0607.svg"],"reactions":[],"isReport":false}}],"primaryEmailConfirmed":false,"paper":{"id":"2601.01554","authors":[{"_id":"695dcda5c03d6d81e4399eb8","name":"MOSI. 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Existing SATS systems rarely adopt an end-to-end formulation and are further constrained by limited context windows, weak long-range speaker memory, and the inability to output timestamps. To address these limitations, we present MOSS Transcribe Diarize, a unified multimodal large language model that jointly performs Speaker-Attributed, Time-Stamped Transcription in an end-to-end paradigm. Trained on extensive real wild data and equipped with a 128k context window for up to 90-minute inputs, MOSS Transcribe Diarize scales well and generalizes robustly. 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