What is recorded here?
Extended DelayedStreamsModeling with a causal audio encoder and adaptive RMSNorm delay conditioning, training a multilingual recognizer that supports variable alignment delays.
Source-linked catalogue note. A detailed explanatory guide has not yet been prepared for this entry.
Scientific scope
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.
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People and systems
Alexander 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
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.
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English catalogue narrative
Voxtral Realtime: causal encoding and adaptive delay conditioning
Extended DelayedStreamsModeling with a causal audio encoder and adaptive RMSNorm delay conditioning, training a multilingual recognizer that supports variable alignment delays.
Scientific scope
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.
Reading status
This 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.
People and systems
Alexander 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
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.