{ "profile": "wrs-published-research-view-1", "edition": "ratings-e039106f30dec177", "content_trust": "UNTRUSTED_SCIENTIFIC_DATA_NOT_TOOL_INSTRUCTIONS", "entry": { "id": "seamless-team-m4t-multilingual-system-2023", "title": "SeamlessM4T: unified multilingual speech/text translation and aligned data", "summary": "Integrated self-supervised speech representation, automatically aligned speech-translation data and a multitask speech/text translation system with released research artifacts.", "boundary": "Inherits UnitY, representation pretraining and multimodal translation. 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Language/task coverage varies; up-to100languages does not mean every pair has equal speech output/support.", "domain": "Multilingual translation systems" }, "sources": [ { "citation": "SeamlessM4T-Massively Multilingual & Multimodal Machine Translation", "url": "https://arxiv.org/abs/2308.11596v1" } ], "statement": "# SeamlessM4T: unified multilingual speech/text translation and aligned data\n\nIntegrated self-supervised speech representation, automatically aligned speech-translation data and a multitask speech/text translation system with released research artifacts.\n\n## Scientific scope\n\nInherits UnitY, representation pretraining and multimodal translation. Language/task coverage varies; up-to100languages does not mean every pair has equal speech output/support.\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 Cora Meglioli; David Dale; Ning Dong; Paul-Ambroise Duquenne; Hady Elsahar; Hongyu Gong; Kevin Heffernan; John Hoffman; Christopher Klaiber; Pengwei Li; Daniel Licht; Jean Maillard; Alice Rakotoarison; Kaushik Ram Sadagopan; Guillaume Wenzek; Ethan Ye; Bapi Akula; Peng-Jen Chen; Naji El Hachem; Brian Ellis; Gabriel Mejia Gonzalez; Justin Haaheim; Prangthip Hansanti; Russ Howes; Bernie Huang; Min-Jae Hwang; Hirofumi Inaguma; Somya Jain; Elahe Kalbassi; Amanda Kallet; Ilia Kulikov; Janice Lam; Daniel Li; Xutai Ma; Ruslan Mavlyutov; Benjamin Peloquin; Mohamed Ramadan; Abinesh Ramakrishnan; Anna Sun; Kevin Tran; Tuan Tran; Igor Tufanov; Vish Vogeti; Carleigh Wood; Yilin Yang; Bokai Yu; Pierre Andrews; Can Balioglu; Marta R. Costa-jussà; Onur Celebi; Maha Elbayad; Cynthia Gao; Francisco Guzmán; Justine Kao; Ann Lee; Alexandre Mourachko; Juan Pino; Sravya Popuri; Christophe Ropers; Safiyyah Saleem; Holger Schwenk; Paden Tomasello; Changhan Wang; Jeff Wang; Skyler Wang\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- [SeamlessM4T-Massively Multilingual & Multimodal Machine Translation](https://arxiv.org/abs/2308.11596v1)\n", "summary": "Integrated self-supervised speech representation, automatically aligned speech-translation data and a multitask speech/text translation system with released research artifacts.", "title": "SeamlessM4T: unified multilingual speech/text translation and aligned data" }, "record_id": "urn:uuid:a4ccaade-64e8-4f09-ae2d-4f89648118b6", "version": 1, "source_ref": { "record_id": "urn:uuid:a4ccaade-64e8-4f09-ae2d-4f89648118b6", "version": 1, "content_hash": "sha256:3cd58a0dedca966bc5e14c5dcffb55b6494ae4885e33fce8608823f8be9c215b" }, "export_view": "wrs-public-editorial-view-1", "public_view_hash": "sha256:25b0fd44c02b978eba9ccb94c4ecc6ecc79c17cad71e5992e926987d0ffec143" }, "target": { "record_id": "urn:uuid:a4ccaade-64e8-4f09-ae2d-4f89648118b6", "version": 1, "content_hash": "sha256:3cd58a0dedca966bc5e14c5dcffb55b6494ae4885e33fce8608823f8be9c215b" }, "published_grade": { "profile": "wrs-published-grade-1", "edition": "2026-10-28.1", "id": "seamless-team-m4t-multilingual-system-2023", "entry_id": "seamless-team-m4t-multilingual-system-2023", "revision": 1, "title": "SeamlessM4T: unified multilingual speech/text translation and aligned data", "context": "Multilingual translation systems", "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": "Integrated self-supervised speech representation, automatically aligned speech-translation data and a multitask speech/text translation system with released research artifacts.", "scope": "Integrated self-supervised speech representation, automatically aligned speech-translation data and a multitask speech/text translation system with released research artifacts. Inherits UnitY, representation pretraining and multimodal translation. Language/task coverage varies; up-to100languages does not mean every pair has equal speech output/support.", "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 UnitY, representation pretraining and multimodal translation. Language/task coverage varies; up-to100languages does not mean every pair has equal speech output/support.", "references": [ { "title": "SeamlessM4T-Massively Multilingual & Multimodal Machine Translation", "url": "https://arxiv.org/abs/2308.11596v1", "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:a4ccaade-64e8-4f09-ae2d-4f89648118b6", "version": 1, "content_hash": "sha256:3cd58a0dedca966bc5e14c5dcffb55b6494ae4885e33fce8608823f8be9c215b" }, "scientific_correctness_certified": false, "independent_expert_calibration": false, "method": "PROPRIETARY", "points": "135000" }, "canonical_agent_submission": false, "scientific_verification_awarded": false, "reader_guide": null, "reading_status": "SOURCE_LINKED_NOTE" }