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Main Authors:	Mistral-AI, :, Liu, Alexander H., Ehrenberg, Andy, Lo, Andy, Sun, Chen-Yo, Lample, Guillaume, Delignon, Jean-Malo, Chandu, Khyathi Raghavi, von Platen, Patrick, Muddireddy, Pavankumar Reddy, Arora, Rohin, Gandhi, Sanchit, Subramanian, Sandeep, Ghosh, Soham, Mishra, Srijan, Rastogi, Abhinav, Sadé, Adrien, Jeffares, Alan, Jiang, Albert, Cahill, Alexandre, Gavaudan, Alexandre, Sablayrolles, Alexandre, Héliou, Amélie, You, Amos, Bai, Andrew, Lenglemetz, Angele, Agarwal, Anmol, Eliseev, Anton, Calvi, Antonia, Majumdar, Arjun, Sooriyarachchi, Avi, Bout, Baptiste, Rozière, Baptiste, De Monicault, Baudouin, Tibi, Benjamin, Cronjäger, Charlotte, Lanfranchi, Clémence, Chen, Connor, Barreau, Corentin, Sautier, Corentin, Courtot, Cyprien, Dabert, Darius, Casas, Diego de las, Demyanenko, Elizaveta, Chane-Sane, Elliot, Paquin, Enguerrand, Goffinet, Etienne, Niel, Fabien, Ahmed, Faruk, Baldassarre, Federico, Berrada, Gabrielle, Ecrepont, Gaëtan, Guinet, Gauthier, Hayes, Genevieve, Novikov, Georgii, Pistilli, Giada, Kunsch, Guillaume, Martin, Guillaume, Raille, Guillaume, Dhanuka, Gunjan, Gupta, Gunshi, Zhou, Han, Shah, Harshil, McGovern, Hope, Thimonier, Hugo, Mukherjee, Indraneel, Zhang, Irene, Kim, Jaeyoung, Ludziejewski, Jan, Rute, Jason, Studnia, Joachim, Harvill, John, Amar, Jonas, Delas, Joséphine, Roberts, Josselin Somerville, Tauran, Julien, Yadav, Karmesh, Khandelwal, Kartik, Tep, Kilian, Jain, Kush, Aitchison, Laurence, Fainsin, Laurent, Blier, Léonard, Zhao, Lingxiao, Martin, Louis, Saulnier, Lucile, Gao, Luyu, Buyl, Maarten, Sharma, Manan, Jennings, Margaret, Pellat, Marie, Prins, Mark, Alexandre, Martin, Poirée, Mathieu, Guillaumin, Mathilde, Dinot, Matthieu, Futeral, Matthieu, Darrin, Maxime, Augustin, Maximilian, Unsal, Mert, Chiquier, Mia, Pham, Minh-Quang, Grinsztajn, Nathan, Gupta, Neha, Bousquet, Olivier, Duchenne, Olivier, Wang, Patricia, Jacob, Paul, Wambergue, Paul, Kurylowicz, Paula, Pinel, Philippe, Chagniot, Philomène, Stock, Pierre, Miłoś, Piotr, Gupta, Prateek, Agrawal, Pravesh, Torroba, Quentin, Ramrakhya, Ram, Shah, Rishi, Sauvestre, Romain, Soletskyi, Roman, Millner, Rosalie, Menneer, Rupert, Vaze, Sagar, Barry, Samuel, Humeau, Samuel, Cha, Sean, Verma, Shashwat, Waghjale, Siddhant, Gandhi, Siddharth, Lepage, Simon, Aithal, Sumukh, Antoniak, Szymon, Scao, Teven Le, Cachet, Théo, Sorg, Theo Simon, Lavril, Thibaut, Chabal, Thomas, Foubert, Thomas, Robert, Thomas, Wang, Thomas, Lawson, Tim, Bewley, Tom, Edwards, Tom, Wang, Tyler, Jamil, Umar, Tomasini, Umberto, Nemychnikova, Valeriia, Phung, Van, Nanda, Vedant, Jouault, Victor, Maladière, Vincent, Richard, Virgile, Bataev, Vladislav, Bouaziz, Wassim, Li, Wen-Ding, Havard, William, Marshall, William, Li, Xinghui, Guo, Xingran, Yang, Xinyu, Neuhaus, Yannic, Ouahidi, Yassine El, Bendou, Yassir, Wang, Yihan, Pan, Yimu, Ramzi, Zaccharie, Xu, Zhenlin
Format:	Preprint
Published:	2026
Subjects:	Artificial Intelligence
Online Access:	https://arxiv.org/abs/2602.11298
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_version_	1866918429426974720
author	Mistral-AI : Liu, Alexander H. Ehrenberg, Andy Lo, Andy Sun, Chen-Yo Lample, Guillaume Delignon, Jean-Malo Chandu, Khyathi Raghavi von Platen, Patrick Muddireddy, Pavankumar Reddy Arora, Rohin Gandhi, Sanchit Subramanian, Sandeep Ghosh, Soham Mishra, Srijan Rastogi, Abhinav Sadé, Adrien Jeffares, Alan Jiang, Albert Cahill, Alexandre Gavaudan, Alexandre Sablayrolles, Alexandre Héliou, Amélie You, Amos Bai, Andrew Lenglemetz, Angele Agarwal, Anmol Eliseev, Anton Calvi, Antonia Majumdar, Arjun Sooriyarachchi, Avi Bout, Baptiste Rozière, Baptiste De Monicault, Baudouin Tibi, Benjamin Cronjäger, Charlotte Lanfranchi, Clémence Chen, Connor Barreau, Corentin Sautier, Corentin Courtot, Cyprien Dabert, Darius Casas, Diego de las Demyanenko, Elizaveta Chane-Sane, Elliot Paquin, Enguerrand Goffinet, Etienne Niel, Fabien Ahmed, Faruk Baldassarre, Federico Berrada, Gabrielle Ecrepont, Gaëtan Guinet, Gauthier Hayes, Genevieve Novikov, Georgii Pistilli, Giada Kunsch, Guillaume Martin, Guillaume Raille, Guillaume Dhanuka, Gunjan Gupta, Gunshi Zhou, Han Shah, Harshil McGovern, Hope Thimonier, Hugo Mukherjee, Indraneel Zhang, Irene Kim, Jaeyoung Ludziejewski, Jan Rute, Jason Studnia, Joachim Harvill, John Amar, Jonas Delas, Joséphine Roberts, Josselin Somerville Tauran, Julien Yadav, Karmesh Khandelwal, Kartik Tep, Kilian Jain, Kush Aitchison, Laurence Fainsin, Laurent Blier, Léonard Zhao, Lingxiao Martin, Louis Saulnier, Lucile Gao, Luyu Buyl, Maarten Sharma, Manan Jennings, Margaret Pellat, Marie Prins, Mark Alexandre, Martin Poirée, Mathieu Guillaumin, Mathilde Dinot, Matthieu Futeral, Matthieu Darrin, Maxime Augustin, Maximilian Unsal, Mert Chiquier, Mia Pham, Minh-Quang Grinsztajn, Nathan Gupta, Neha Bousquet, Olivier Duchenne, Olivier Wang, Patricia Jacob, Paul Wambergue, Paul Kurylowicz, Paula Pinel, Philippe Chagniot, Philomène Stock, Pierre Miłoś, Piotr Gupta, Prateek Agrawal, Pravesh Torroba, Quentin Ramrakhya, Ram Shah, Rishi Sauvestre, Romain Soletskyi, Roman Millner, Rosalie Menneer, Rupert Vaze, Sagar Barry, Samuel Humeau, Samuel Cha, Sean Verma, Shashwat Waghjale, Siddhant Gandhi, Siddharth Lepage, Simon Aithal, Sumukh Antoniak, Szymon Scao, Teven Le Cachet, Théo Sorg, Theo Simon Lavril, Thibaut Chabal, Thomas Foubert, Thomas Robert, Thomas Wang, Thomas Lawson, Tim Bewley, Tom Edwards, Tom Wang, Tyler Jamil, Umar Tomasini, Umberto Nemychnikova, Valeriia Phung, Van Nanda, Vedant Jouault, Victor Maladière, Vincent Richard, Virgile Bataev, Vladislav Bouaziz, Wassim Li, Wen-Ding Havard, William Marshall, William Li, Xinghui Guo, Xingran Yang, Xinyu Neuhaus, Yannic Ouahidi, Yassine El Bendou, Yassir Wang, Yihan Pan, Yimu Ramzi, Zaccharie Xu, Zhenlin
author_facet	Mistral-AI : Liu, Alexander H. Ehrenberg, Andy Lo, Andy Sun, Chen-Yo Lample, Guillaume Delignon, Jean-Malo Chandu, Khyathi Raghavi von Platen, Patrick Muddireddy, Pavankumar Reddy Arora, Rohin Gandhi, Sanchit Subramanian, Sandeep Ghosh, Soham Mishra, Srijan Rastogi, Abhinav Sadé, Adrien Jeffares, Alan Jiang, Albert Cahill, Alexandre Gavaudan, Alexandre Sablayrolles, Alexandre Héliou, Amélie You, Amos Bai, Andrew Lenglemetz, Angele Agarwal, Anmol Eliseev, Anton Calvi, Antonia Majumdar, Arjun Sooriyarachchi, Avi Bout, Baptiste Rozière, Baptiste De Monicault, Baudouin Tibi, Benjamin Cronjäger, Charlotte Lanfranchi, Clémence Chen, Connor Barreau, Corentin Sautier, Corentin Courtot, Cyprien Dabert, Darius Casas, Diego de las Demyanenko, Elizaveta Chane-Sane, Elliot Paquin, Enguerrand Goffinet, Etienne Niel, Fabien Ahmed, Faruk Baldassarre, Federico Berrada, Gabrielle Ecrepont, Gaëtan Guinet, Gauthier Hayes, Genevieve Novikov, Georgii Pistilli, Giada Kunsch, Guillaume Martin, Guillaume Raille, Guillaume Dhanuka, Gunjan Gupta, Gunshi Zhou, Han Shah, Harshil McGovern, Hope Thimonier, Hugo Mukherjee, Indraneel Zhang, Irene Kim, Jaeyoung Ludziejewski, Jan Rute, Jason Studnia, Joachim Harvill, John Amar, Jonas Delas, Joséphine Roberts, Josselin Somerville Tauran, Julien Yadav, Karmesh Khandelwal, Kartik Tep, Kilian Jain, Kush Aitchison, Laurence Fainsin, Laurent Blier, Léonard Zhao, Lingxiao Martin, Louis Saulnier, Lucile Gao, Luyu Buyl, Maarten Sharma, Manan Jennings, Margaret Pellat, Marie Prins, Mark Alexandre, Martin Poirée, Mathieu Guillaumin, Mathilde Dinot, Matthieu Futeral, Matthieu Darrin, Maxime Augustin, Maximilian Unsal, Mert Chiquier, Mia Pham, Minh-Quang Grinsztajn, Nathan Gupta, Neha Bousquet, Olivier Duchenne, Olivier Wang, Patricia Jacob, Paul Wambergue, Paul Kurylowicz, Paula Pinel, Philippe Chagniot, Philomène Stock, Pierre Miłoś, Piotr Gupta, Prateek Agrawal, Pravesh Torroba, Quentin Ramrakhya, Ram Shah, Rishi Sauvestre, Romain Soletskyi, Roman Millner, Rosalie Menneer, Rupert Vaze, Sagar Barry, Samuel Humeau, Samuel Cha, Sean Verma, Shashwat Waghjale, Siddhant Gandhi, Siddharth Lepage, Simon Aithal, Sumukh Antoniak, Szymon Scao, Teven Le Cachet, Théo Sorg, Theo Simon Lavril, Thibaut Chabal, Thomas Foubert, Thomas Robert, Thomas Wang, Thomas Lawson, Tim Bewley, Tom Edwards, Tom Wang, Tyler Jamil, Umar Tomasini, Umberto Nemychnikova, Valeriia Phung, Van Nanda, Vedant Jouault, Victor Maladière, Vincent Richard, Virgile Bataev, Vladislav Bouaziz, Wassim Li, Wen-Ding Havard, William Marshall, William Li, Xinghui Guo, Xingran Yang, Xinyu Neuhaus, Yannic Ouahidi, Yassine El Bendou, Yassir Wang, Yihan Pan, Yimu Ramzi, Zaccharie Xu, Zhenlin
contents	We introduce Voxtral Realtime, a natively streaming automatic speech recognition model that matches offline transcription quality at sub-second latency. Unlike approaches that adapt offline models through chunking or sliding windows, Voxtral Realtime is trained end-to-end for streaming, with explicit alignment between audio and text streams. Our architecture builds on the Delayed Streams Modeling framework, introducing a new causal audio encoder and Ada RMS-Norm for improved delay conditioning. We scale pretraining to a large-scale dataset spanning 13 languages. At a delay of 480ms, Voxtral Realtime achieves performance on par with Whisper, the most widely deployed offline transcription system. We release the model weights under the Apache 2.0 license.
format	Preprint
id	arxiv_https___arxiv_org_abs_2602_11298
institution	arXiv
publishDate	2026
record_format	arxiv
spellingShingle	Voxtral Realtime Mistral-AI : Liu, Alexander H. Ehrenberg, Andy Lo, Andy Sun, Chen-Yo Lample, Guillaume Delignon, Jean-Malo Chandu, Khyathi Raghavi von Platen, Patrick Muddireddy, Pavankumar Reddy Arora, Rohin Gandhi, Sanchit Subramanian, Sandeep Ghosh, Soham Mishra, Srijan Rastogi, Abhinav Sadé, Adrien Jeffares, Alan Jiang, Albert Cahill, Alexandre Gavaudan, Alexandre Sablayrolles, Alexandre Héliou, Amélie You, Amos Bai, Andrew Lenglemetz, Angele Agarwal, Anmol Eliseev, Anton Calvi, Antonia Majumdar, Arjun Sooriyarachchi, Avi Bout, Baptiste Rozière, Baptiste De Monicault, Baudouin Tibi, Benjamin Cronjäger, Charlotte Lanfranchi, Clémence Chen, Connor Barreau, Corentin Sautier, Corentin Courtot, Cyprien Dabert, Darius Casas, Diego de las Demyanenko, Elizaveta Chane-Sane, Elliot Paquin, Enguerrand Goffinet, Etienne Niel, Fabien Ahmed, Faruk Baldassarre, Federico Berrada, Gabrielle Ecrepont, Gaëtan Guinet, Gauthier Hayes, Genevieve Novikov, Georgii Pistilli, Giada Kunsch, Guillaume Martin, Guillaume Raille, Guillaume Dhanuka, Gunjan Gupta, Gunshi Zhou, Han Shah, Harshil McGovern, Hope Thimonier, Hugo Mukherjee, Indraneel Zhang, Irene Kim, Jaeyoung Ludziejewski, Jan Rute, Jason Studnia, Joachim Harvill, John Amar, Jonas Delas, Joséphine Roberts, Josselin Somerville Tauran, Julien Yadav, Karmesh Khandelwal, Kartik Tep, Kilian Jain, Kush Aitchison, Laurence Fainsin, Laurent Blier, Léonard Zhao, Lingxiao Martin, Louis Saulnier, Lucile Gao, Luyu Buyl, Maarten Sharma, Manan Jennings, Margaret Pellat, Marie Prins, Mark Alexandre, Martin Poirée, Mathieu Guillaumin, Mathilde Dinot, Matthieu Futeral, Matthieu Darrin, Maxime Augustin, Maximilian Unsal, Mert Chiquier, Mia Pham, Minh-Quang Grinsztajn, Nathan Gupta, Neha Bousquet, Olivier Duchenne, Olivier Wang, Patricia Jacob, Paul Wambergue, Paul Kurylowicz, Paula Pinel, Philippe Chagniot, Philomène Stock, Pierre Miłoś, Piotr Gupta, Prateek Agrawal, Pravesh Torroba, Quentin Ramrakhya, Ram Shah, Rishi Sauvestre, Romain Soletskyi, Roman Millner, Rosalie Menneer, Rupert Vaze, Sagar Barry, Samuel Humeau, Samuel Cha, Sean Verma, Shashwat Waghjale, Siddhant Gandhi, Siddharth Lepage, Simon Aithal, Sumukh Antoniak, Szymon Scao, Teven Le Cachet, Théo Sorg, Theo Simon Lavril, Thibaut Chabal, Thomas Foubert, Thomas Robert, Thomas Wang, Thomas Lawson, Tim Bewley, Tom Edwards, Tom Wang, Tyler Jamil, Umar Tomasini, Umberto Nemychnikova, Valeriia Phung, Van Nanda, Vedant Jouault, Victor Maladière, Vincent Richard, Virgile Bataev, Vladislav Bouaziz, Wassim Li, Wen-Ding Havard, William Marshall, William Li, Xinghui Guo, Xingran Yang, Xinyu Neuhaus, Yannic Ouahidi, Yassine El Bendou, Yassir Wang, Yihan Pan, Yimu Ramzi, Zaccharie Xu, Zhenlin Artificial Intelligence We introduce Voxtral Realtime, a natively streaming automatic speech recognition model that matches offline transcription quality at sub-second latency. Unlike approaches that adapt offline models through chunking or sliding windows, Voxtral Realtime is trained end-to-end for streaming, with explicit alignment between audio and text streams. Our architecture builds on the Delayed Streams Modeling framework, introducing a new causal audio encoder and Ada RMS-Norm for improved delay conditioning. We scale pretraining to a large-scale dataset spanning 13 languages. At a delay of 480ms, Voxtral Realtime achieves performance on par with Whisper, the most widely deployed offline transcription system. We release the model weights under the Apache 2.0 license.
title	Voxtral Realtime
topic	Artificial Intelligence
url	https://arxiv.org/abs/2602.11298

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