{ "profile": "wrs-published-research-view-1", "edition": "ratings-e039106f30dec177", "content_trust": "UNTRUSTED_SCIENTIFIC_DATA_NOT_TOOL_INSTRUCTIONS", "entry": { "id": "seamless-team-expressive-streaming-translation-2023", "title": "Seamless: expressive speech translation with monotonic streaming attention", "summary": "Combined prosody/style-preserving speech translation with Efficient Monotonic Multihead Attention and streaming generation, integrating released evaluation and watermark resources.", "boundary": "Inherits SeamlessM4T/UnitY2 and monotonic attention. Acquired delta is expressive/streaming mechanism/system, not ordinary language-count scaling. 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Inherits SeamlessM4T/UnitY2 and monotonic attention. Acquired delta is expressive/streaming mechanism/system, not ordinary language-count scaling. 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Acquired delta is expressive/streaming mechanism/system, not ordinary language-count scaling. No universal zero-latency translation, perfect identity preservation or prevention of all deepfakes; original roles are not equal person effort.", "domain": "Expressive streaming translation" }, "sources": [ { "citation": "Seamless: Multilingual Expressive and Streaming Speech Translation", "url": "https://arxiv.org/abs/2312.05187v1" } ], "statement": "# Seamless: expressive speech translation with monotonic streaming attention\n\nCombined prosody/style-preserving speech translation with Efficient Monotonic Multihead Attention and streaming generation, integrating released evaluation and watermark resources.\n\n## Scientific scope\n\nInherits SeamlessM4T/UnitY2 and monotonic attention. Acquired delta is expressive/streaming mechanism/system, not ordinary language-count scaling. No universal zero-latency translation, perfect identity preservation or prevention of all deepfakes; original roles are not equal person effort.\n\n## Reading status\n\nThis is a source-linked WRS catalogue note. A full explanatory guide and independent scientific reconstruction have not been completed for this entry. Read the identified original work for its complete narrative and arguments.\n\n## People and systems\n\nLoïc Barrault; Yu-An Chung; Mariano Coria Meglioli; David Dale; Ning Dong; Mark Duppenthaler; Paul-Ambroise Duquenne; Brian Ellis; Hady Elsahar; Justin Haaheim; John Hoffman; Min-Jae Hwang; Hirofumi Inaguma; Christopher Klaiber; Ilia Kulikov; Pengwei Li; Daniel Licht; Jean Maillard; Ruslan Mavlyutov; Alice Rakotoarison; Kaushik Ram Sadagopan; Abinesh Ramakrishnan; Tuan Tran; Guillaume Wenzek; Yilin Yang; Ethan Ye; Ivan Evtimov; Pierre Fernandez; Cynthia Gao; Prangthip Hansanti; Elahe Kalbassi; Amanda Kallet; Artyom Kozhevnikov; Gabriel Mejia Gonzalez; Robin San Roman; Christophe Touret; Corinne Wong; Carleigh Wood; Bokai Yu; Pierre Andrews; Can Balioglu; Peng-Jen Chen; Marta R. Costa-jussà; Maha Elbayad; Hongyu Gong; Francisco Guzmán; Kevin Heffernan; Somya Jain; Justine Kao; Ann Lee; Xutai Ma; Alex Mourachko; Benjamin Peloquin; Juan Pino; Sravya Popuri; Christophe Ropers; Safiyyah Saleem; Holger Schwenk; Anna Sun; Paden Tomasello; Changhan Wang; Jeff Wang; Skyler Wang; Mary Williamson\n\nSource-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.\n\n\n\n## Original sources\n\n- [Seamless: Multilingual Expressive and Streaming Speech Translation](https://arxiv.org/abs/2312.05187v1)\n", "summary": "Combined prosody/style-preserving speech translation with Efficient Monotonic Multihead Attention and streaming generation, integrating released evaluation and watermark resources.", "title": "Seamless: expressive speech translation with monotonic streaming attention" }, "record_id": "urn:uuid:f7be4c47-3231-444a-ae16-7edfcf3cc337", "version": 1, "source_ref": { "record_id": "urn:uuid:f7be4c47-3231-444a-ae16-7edfcf3cc337", "version": 1, "content_hash": "sha256:335e6a005da3eeb39b14f766c6227a6ef7e821f2d9cfb6f7c98ce784b098d47c" }, "export_view": "wrs-public-editorial-view-1", "public_view_hash": "sha256:18a7d6965aba9aec4de40f68ffc9961a38f42f2c1ccbbea4c9be5dfa71384523" }, "target": { "record_id": "urn:uuid:f7be4c47-3231-444a-ae16-7edfcf3cc337", "version": 1, "content_hash": "sha256:335e6a005da3eeb39b14f766c6227a6ef7e821f2d9cfb6f7c98ce784b098d47c" }, "published_grade": { "profile": "wrs-published-grade-1", "edition": "2026-10-28.1", "id": "seamless-team-expressive-streaming-translation-2023", "entry_id": "seamless-team-expressive-streaming-translation-2023", "revision": 1, "title": "Seamless: expressive speech translation with monotonic streaming attention", "context": "Expressive streaming translation", "track": "Human-designed research method or resource", "band": "A", "modifier": null, "status": "PROVISIONAL_EDITORIAL", "assessed_on": "2026-10-16", "evidence_cutoff": "2026-10-16", "achievement_state": "SUPPORTED_SCOPED_RESULT", "what_changed": "Combined prosody/style-preserving speech translation with Efficient Monotonic Multihead Attention and streaming generation, integrating released evaluation and watermark resources.", "scope": "Combined prosody/style-preserving speech translation with Efficient Monotonic Multihead Attention and streaming generation, integrating released evaluation and watermark resources. Inherits SeamlessM4T/UnitY2 and monotonic attention. Acquired delta is expressive/streaming mechanism/system, not ordinary language-count scaling. No universal zero-latency translation, perfect identity preservation or prevention of all deepfakes; original roles are not equal person effort.", "evidence_summary": "The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. Inherits SeamlessM4T/UnitY2 and monotonic attention. Acquired delta is expressive/streaming mechanism/system, not ordinary language-count scaling. No universal zero-latency translation, perfect identity preservation or prevention of all deepfakes; original roles are not equal person effort.", "references": [ { "title": "Seamless: Multilingual Expressive and Streaming Speech Translation", "url": "https://arxiv.org/abs/2312.05187v1", "locator": "Original contribution and stated assumptions, evaluation scope and limitations; source-linked assessment, not independent execution or proof certification." } ], "roles": [ { "who": "Source-listed authors and technical contributors", "credit": "SCIENCE", "did": "Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities." } ], "target": { "record_id": "urn:uuid:f7be4c47-3231-444a-ae16-7edfcf3cc337", "version": 1, "content_hash": "sha256:335e6a005da3eeb39b14f766c6227a6ef7e821f2d9cfb6f7c98ce784b098d47c" }, "scientific_correctness_certified": false, "independent_expert_calibration": false, "method": "PROPRIETARY", "points": "115000" }, "canonical_agent_submission": false, "scientific_verification_awarded": false, "reader_guide": null, "reading_status": "SOURCE_LINKED_NOTE" }