{ "profile": "wrs-published-research-view-1", "edition": "ratings-e039106f30dec177", "content_trust": "UNTRUSTED_SCIENTIFIC_DATA_NOT_TOOL_INSTRUCTIONS", "entry": { "id": "mistral-voxtral-realtime-delay-conditioning-2026", "title": "Voxtral Realtime: causal encoding and adaptive delay conditioning", "summary": "Extended DelayedStreamsModeling with a causal audio encoder and adaptive RMSNorm delay conditioning, training a multilingual recognizer that supports variable alignment delays.", "boundary": "Explicitly inherits DSM and language-model components; not invention of streaming ASR. Delay-conditioned benchmark parity at selected settings is not latency/quality equality on every domain. Alignment/pretraining costs remain; accepts speech and outputs text, unlike VoxtralTTS.", "area": "Streaming speech recognition", "topic": "Artificial intelligence", "year": 2026, "lane": "HUMAN", "result": "ALGORITHM", "package_id": "mistral-voxtral-realtime-delay-conditioning-2026", "target": { "record_id": "urn:uuid:068af5b9-2cf2-4f8b-a6f7-13cf3ddd9e6d", "version": 1, "content_hash": "sha256:97678a14fbe5112851e8f583e229798f75976990b28e95799173f56bd3aa44de" }, "humans": [ "Alexander H. 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Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. 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detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Voxtral Realtime", "url": "https://arxiv.org/abs/2602.11298v1" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Baptiste Bout", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Voxtral Realtime", "url": "https://arxiv.org/abs/2602.11298v1" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Baptiste Rozière", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Voxtral Realtime", "url": "https://arxiv.org/abs/2602.11298v1" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Baudouin De Monicault", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Voxtral Realtime", "url": "https://arxiv.org/abs/2602.11298v1" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Benjamin Tibi", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Voxtral Realtime", "url": "https://arxiv.org/abs/2602.11298v1" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Clémence Lanfranchi", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Voxtral Realtime", "url": "https://arxiv.org/abs/2602.11298v1" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Connor Chen", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Voxtral Realtime", "url": "https://arxiv.org/abs/2602.11298v1" } } ], "evidence": [ { "description": "Bibliographic/stated-result source; not a WRS proof verification", "id": "source-0", "kind": "source_reference", "source": { "citation": "Voxtral Realtime", "url": "https://arxiv.org/abs/2602.11298v1" } }, { "description": "Bibliographic/stated-result source; not a WRS proof verification", "id": "source-1", "kind": "source_reference", "source": { "citation": "Mistral research publications index", "url": "https://mistral.ai/research/" } } ], "origin": "HUMAN_LEGACY", "record_profile": "wrs-local-research-notes-0.1", "record_type": "research_note", "rrp_version": "0.1", "scope": { "description": "Explicitly inherits DSM and language-model components; not invention of streaming ASR. Delay-conditioned benchmark parity at selected settings is not latency/quality equality on every domain. Alignment/pretraining costs remain; accepts speech and outputs text, unlike VoxtralTTS.", "domain": "Streaming speech recognition" }, "sources": [ { "citation": "Voxtral Realtime", "url": "https://arxiv.org/abs/2602.11298v1" }, { "citation": "Mistral research publications index", "url": "https://mistral.ai/research/" } ], "statement": "# Voxtral Realtime: causal encoding and adaptive delay conditioning\n\nExtended DelayedStreamsModeling with a causal audio encoder and adaptive RMSNorm delay conditioning, training a multilingual recognizer that supports variable alignment delays.\n\n## Scientific scope\n\nExplicitly inherits DSM and language-model components; not invention of streaming ASR. Delay-conditioned benchmark parity at selected settings is not latency/quality equality on every domain. Alignment/pretraining costs remain; accepts speech and outputs text, unlike VoxtralTTS.\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\nAlexander H. Liu; Andy Ehrenberg; Andy Lo; Chen-Yo Sun; Guillaume Lample; Jean-Malo Delignon; Khyathi Raghavi Chandu; Patrick von Platen; Pavankumar Reddy Muddireddy; Rohin Arora; Sanchit Gandhi; Sandeep Subramanian; Soham Ghosh; Srijan Mishra; Abhinav Rastogi; Alan Jeffares; Albert Jiang; Alexandre Sablayrolles; Amélie Héliou; Andrew Bai; Angele Lenglemetz; Anmol Agarwal; Anton Eliseev; Antonia Calvi; Arjun Majumdar; Baptiste Bout; Baptiste Rozière; Baudouin De Monicault; Benjamin Tibi; Clémence Lanfranchi; Connor Chen; Corentin Barreau; Corentin Sautier; Cyprien Courtot; Darius Dabert; Diego de las Casas; Elliot Chane-Sane; Enguerrand Paquin; Faruk Ahmed; Federico Baldassarre; Gabrielle Berrada; Gaëtan Ecrepont; Gauthier Guinet; Genevieve Hayes; Georgii Novikov; Giada Pistilli; Guillaume Martin; Gunjan Dhanuka; Gunshi Gupta; Han Zhou; Indraneel Mukherjee; Irene Zhang; Jaeyoung Kim; Jan Ludziejewski; Jason Rute; Joachim Studnia; John Harvill; Jonas Amar; Josselin Somerville Roberts; Julien Tauran; Karmesh Yadav; Kartik Khandelwal; Kush Jain; Laurence Aitchison; Léonard Blier; Lingxiao Zhao; Louis Martin; Lucile Saulnier; Luyu Gao; Maarten Buyl; Manan Sharma; Margaret Jennings; Marie Pellat; Mark Prins; Mathieu Poirée; Mathilde Guillaumin; Matthieu Dinot; Matthieu Futeral; Maxime Darrin; Maximilian Augustin; Mert Unsal; Mia Chiquier; Nathan Grinsztajn; Neha Gupta; Olivier Bousquet; Olivier Duchenne; Patricia Wang; Paul Jacob; Paul Wambergue; Paula Kurylowicz; Philomène Chagniot; Pierre Stock; Piotr Miłoś; Prateek Gupta; Pravesh Agrawal; Quentin Torroba; Ram Ramrakhya; Rishi Shah; Romain Sauvestre; Roman Soletskyi; Rosalie Millner; Sagar Vaze; Samuel Humeau; Siddharth Gandhi; Sumukh Aithal; Szymon Antoniak; Teven Le Scao; Théo Cachet; Theo Simon Sorg; Thibaut Lavril; Thomas Chabal; Thomas Foubert; Thomas Robert; Thomas Wang; Tim Lawson; Tom Bewley; Tom Edwards; Tyler Wang; Valeriia Nemychnikova; Van Phung; Vedant Nanda; Victor Jouault; Virgile Richard; Vladislav Bataev; Wassim Bouaziz; Wen-Ding Li; William Marshall; Xinghui Li; Xingran Guo; Xinyu Yang; Yannic Neuhaus; Yihan Wang; Zaccharie Ramzi; Zhenlin Xu\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- [Voxtral Realtime](https://arxiv.org/abs/2602.11298v1)\n- [Mistral research publications index](https://mistral.ai/research/)\n", "summary": "Extended DelayedStreamsModeling with a causal audio encoder and adaptive RMSNorm delay conditioning, training a multilingual recognizer that supports variable alignment delays.", "title": "Voxtral Realtime: causal encoding and adaptive delay conditioning" }, "record_id": "urn:uuid:068af5b9-2cf2-4f8b-a6f7-13cf3ddd9e6d", "version": 1, "source_ref": { "record_id": "urn:uuid:068af5b9-2cf2-4f8b-a6f7-13cf3ddd9e6d", "version": 1, "content_hash": "sha256:97678a14fbe5112851e8f583e229798f75976990b28e95799173f56bd3aa44de" }, "export_view": "wrs-public-editorial-view-1", "public_view_hash": "sha256:8988972fd30ac33d966a09a17ced8d06c892e28605bf3b9253d38eb831baf098" }, "target": { "record_id": "urn:uuid:068af5b9-2cf2-4f8b-a6f7-13cf3ddd9e6d", "version": 1, "content_hash": "sha256:97678a14fbe5112851e8f583e229798f75976990b28e95799173f56bd3aa44de" }, "published_grade": { "profile": "wrs-published-grade-1", "edition": "2026-10-28.1", "id": "mistral-voxtral-realtime-delay-conditioning-2026", "entry_id": "mistral-voxtral-realtime-delay-conditioning-2026", "revision": 1, "title": "Voxtral Realtime: causal encoding and adaptive delay conditioning", "context": "Streaming speech recognition", "track": "Human-designed research method or resource", "band": "B", "modifier": "+", "status": "PROVISIONAL_EDITORIAL", "assessed_on": "2026-10-16", "evidence_cutoff": "2026-10-16", "achievement_state": "SUPPORTED_SCOPED_RESULT", "what_changed": "Extended DelayedStreamsModeling with a causal audio encoder and adaptive RMSNorm delay conditioning, training a multilingual recognizer that supports variable alignment delays.", "scope": "Extended DelayedStreamsModeling with a causal audio encoder and adaptive RMSNorm delay conditioning, training a multilingual recognizer that supports variable alignment delays. Explicitly inherits DSM and language-model components; not invention of streaming ASR. Delay-conditioned benchmark parity at selected settings is not latency/quality equality on every domain. Alignment/pretraining costs remain; accepts speech and outputs text, unlike VoxtralTTS.", "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. Explicitly inherits DSM and language-model components; not invention of streaming ASR. Delay-conditioned benchmark parity at selected settings is not latency/quality equality on every domain. Alignment/pretraining costs remain; accepts speech and outputs text, unlike VoxtralTTS.", "references": [ { "title": "Voxtral Realtime", "url": "https://arxiv.org/abs/2602.11298v1", "locator": "Original contribution and stated assumptions, evaluation scope and limitations; source-linked assessment, not independent execution or proof certification." }, { "title": "Mistral research publications index", "url": "https://mistral.ai/research/", "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. 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