Paper detail

Ministral 3

We introduce the Ministral 3 series, a family of parameter-efficient dense language models designed for compute and memory constrained applications, available in three model sizes: 3B, 8B, and 14B parameters. For each model size, we release three variants: a pretrained base model for general-purpose use, an instruction finetuned, and a reasoning model for complex problem-solving. In addition, we present our recipe to derive the Ministral 3 models through Cascade Distillation, an iterative pruning and continued training with distillation technique. Each model comes with image understanding capabilities, all under the Apache 2.0 license.

preprint2026arXivOpen access
Alexander H. LiuKartik KhandelwalSandeep SubramanianVictor JouaultAbhinav RastogiAdrien SadéAlan JeffaresAlbert JiangAlexandre CahillAlexandre GavaudanAlexandre SablayrollesAmélie HéliouAmos YouAndy EhrenbergAndy LoAnton EliseevAntonia CalviAvinash SooriyarachchiBaptiste BoutBaptiste RozièreBaudouin De MonicaultClémence LanfranchiCorentin BarreauCyprien CourtotDaniele GrattarolaDarius DabertDiego de las CasasElliot Chane-SaneFaruk AhmedGabrielle BerradaGaëtan EcrepontGauthier GuinetGeorgii NovikovGuillaume KunschGuillaume LampleGuillaume MartinGunshi GuptaJan LudziejewskiJason RuteJoachim StudniaJonas AmarJoséphine DelasJosselin Somerville RobertsKarmesh YadavKhyathi ChanduKush JainLaurence AitchisonLaurent FainsinLéonard BlierLingxiao ZhaoLouis MartinLucile SaulnierLuyu GaoMaarten BuylMargaret JenningsMarie PellatMark PrinsMathieu PoiréeMathilde GuillauminMatthieu DinotMatthieu FuteralMaxime DarrinMaximilian AugustinMia ChiquierMichel SchimpfNathan GrinsztajnNeha GuptaNikhil RaghuramanOlivier BousquetOlivier DuchennePatricia WangPatrick von PlatenPaul JacobPaul WamberguePaula KurylowiczPavankumar Reddy MuddireddyPhilomène ChagniotPierre StockPravesh AgrawalQuentin TorrobaRomain SauvestreRoman SoletskyiRupert MenneerSagar VazeSamuel BarrySanchit GandhiSiddhant WaghjaleSiddharth GandhiSoham GhoshSrijan MishraSumukh AithalSzymon AntoniakTeven Le ScaoThéo CachetTheo Simon SorgThibaut LavrilThiziri Nait SaadaThomas ChabalThomas FoubertThomas RobertThomas WangTim LawsonTom BewleyTom EdwardsUmar JamilUmberto TomasiniValeriia NemychnikovaVan PhungVincent MaladièreVirgile RichardWassim BouazizWen-Ding LiWilliam MarshallXinghui LiXinyu YangYassine El OuahidiYihan WangYunhao TangZaccharie Ramzi
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Authors

Alexander H. LiuKartik KhandelwalSandeep SubramanianVictor JouaultAbhinav RastogiAdrien SadéAlan JeffaresAlbert JiangAlexandre CahillAlexandre GavaudanAlexandre SablayrollesAmélie HéliouAmos YouAndy EhrenbergAndy LoAnton EliseevAntonia CalviAvinash SooriyarachchiBaptiste BoutBaptiste RozièreBaudouin De MonicaultClémence LanfranchiCorentin BarreauCyprien CourtotDaniele GrattarolaDarius DabertDiego de las CasasElliot Chane-SaneFaruk AhmedGabrielle BerradaGaëtan EcrepontGauthier GuinetGeorgii NovikovGuillaume KunschGuillaume LampleGuillaume MartinGunshi GuptaJan LudziejewskiJason RuteJoachim StudniaJonas AmarJoséphine DelasJosselin Somerville RobertsKarmesh YadavKhyathi ChanduKush JainLaurence AitchisonLaurent FainsinLéonard BlierLingxiao ZhaoLouis MartinLucile SaulnierLuyu GaoMaarten BuylMargaret JenningsMarie PellatMark PrinsMathieu PoiréeMathilde GuillauminMatthieu DinotMatthieu FuteralMaxime DarrinMaximilian AugustinMia ChiquierMichel SchimpfNathan GrinsztajnNeha GuptaNikhil RaghuramanOlivier BousquetOlivier DuchennePatricia WangPatrick von PlatenPaul JacobPaul WamberguePaula KurylowiczPavankumar Reddy MuddireddyPhilomène ChagniotPierre StockPravesh AgrawalQuentin TorrobaRomain SauvestreRoman SoletskyiRupert MenneerSagar VazeSamuel BarrySanchit GandhiSiddhant WaghjaleSiddharth GandhiSoham GhoshSrijan MishraSumukh AithalSzymon AntoniakTeven Le ScaoThéo CachetTheo Simon SorgThibaut LavrilThiziri Nait SaadaThomas ChabalThomas FoubertThomas RobertThomas WangTim LawsonTom BewleyTom EdwardsUmar JamilUmberto TomasiniValeriia NemychnikovaVan PhungVincent MaladièreVirgile RichardWassim BouazizWen-Ding LiWilliam MarshallXinghui LiXinyu YangYassine El OuahidiYihan WangYunhao TangZaccharie Ramzi

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