MiniMax M3.1 Flash Uyasebenza

I-MiniMax M3.1 Flash iyimodeli entsha yesizukulwane se-Flash ekhishwe yi-MiniMax, futhi iyimodeli engaziwa ye-”Space Bunny“, ephatha ama-Token angaphezu kuka-200T. I-MiniMax M3.1 Flash isezingeni eliphezulu emisebenzini ye-Agentic, ekubhaleni izinhlelo, ku-Computer Use nakwezokuphepha kwenethiwekhi, ithole u-73.7% ku-DeepSWE, u-61.7 ku-OSWorld V2, kanye no-82% ku-CyberGym. I-MiniMax M3.1 Flash isiyatholakala ku-MiniMax API, MPlan naku-MiniMax Code; izisindo zayo zizokhishwa njenge-open source kamuva.

Imisebenzi eyinkimbinkimbi nokuzenzakalela: Iphambili ku-AutomationBench-AA, futhi ingaqedela ukuhamba komsebenzi kwangempela kwamabhizinisi ku-SaaS systems ahlukahlukene, okuhlanganisa ukuthengisa, ukumaketha, ukusebenza, isevisi yamakhasimende, ezezimali ne-HR; ithole amaphuzu angu-76.2 ku-BankerToolBench, futhi inekhono ekwenzeni izinhlelo ezinezinyathelo eziningi nasekubizeni amathuluzi ngokulandelana.
Ukubhala izinhlelo nobunjiniyela besoftware: I-DeepSWE v1.1 ifinyelela ku-73.7%, futhi ingaqedela ngokuzimela imisebenzi emide yokuthuthukisa ehlanganisa ukuqonda ikhodi, ukuthuthukisa imisebenzi, ukulungisa izinkinga nokuqinisekisa ukuhlolwa.
Computer Use: I-OSWorld V2 ithole amaphuzu angu-61.7, kanti i-ALE ithole angu-29.6; zombili zihamba phambili phakathi kwamamodeli asekhaya, futhi zingasuka ekuqondeni umsebenzi ziye ekusebenzeni nasekuletheni imiphumela kukhompyutha yangempela.
Ukuphepha kwenethiwekhi: I-CyberGym ifinyelela ku-82%, ihlanganisa ukuhlolwa kwekhodi, ukulungiswa kwezikhala zobungozi, ukuhlolwa kokungena, ukuhlaziywa kwekhodi enonya nobunjiniyela bokubuyisela.
Ukucabanga ngesivinini esikhulu: Ijubane lokukhipha ekusetshenzisweni kwansuku zonke lifinyelela ku-200+ TPS (i-P50 izinzile ku-170+ TPS), okuwukuthuthuka okucishe kube izikhathi ezi-3 kunesizukulwane sangaphambilini.

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Isakhiwo se-sparse attention: I-M3.1 Flash isebenzisa umklamo we-sparse attention onolaka kakhulu. Ngokunciphisa ukuxhumana okuphindaphindwayo ekubalweni kwe-attention, yehlisa kakhulu izindleko zokubala ngenkathi igcina ikhono lemodeli lokuqonda umongo omude. Lena yindlela esemqoka eyenza ikwazi ukukhipha ngo-200+ TPS futhi ithuthukise ijubane lokucabanga cishe izikhathi ezi-3, futhi yehlise kakhulu izindleko zokucabanga nge-Token ngayinye.
Ukwenziwa kwemisebenzi emide ye-Agentic: Imodeli iqeqeshelwe ngokuqinisiwe ukuhlela ngezinyathelo eziningi nokubiza amathuluzi, ukuze ezimweni ezinjengokuhamba komsebenzi ku-SaaS systems ezahlukene, ukuthobela imithetho yezezimali nokuthuthukiswa kwesoftware, ikwazi ukuhlukanisa imisebenzi eyinkimbinkimbi ibe yizinyathelo eziqhubekayo nezisebenzisekayo, futhi igcine ukuvumelana kolwazi phakathi kwamadokhumenti namafayela ngesikhathi sokwenza. Lokhu kuyenza ifinyelele ezingeni eliphezulu kuma-benchmark afana ne-AutomationBench ne-DeepSWE ahlola ikhono lokuqedela imisebenzi yangempela.
Ikhono lokusebenzisana nezindawo zangempela (Computer Use): Ngokusebenzisa ukuqeqeshwa kokusebenzisana nama-operating system angempela nezindawo ezinezinhlelo eziningi, imodeli ithola ikhono eliphelele lokubona isikrini, ukusebenzisa isoftware, ukubiza amathuluzi nokuqinisekisa imiphumela, okuyenza ikwazi ukwenza kahle ku-OSWorld V2 naku-ALE, okuhlola ”ukusebenza nokuletha imiphumela ngokoqobo.

Ukusebenzisa i-API: Vakashela i-MiniMax Open Platform (https://www.minimax.cn/), bhalisa bese ungena ngemvume, uthole i-API Key, bese uqondisa imodeli ku-M3.1 Flash ngokwemibhalo ukuze uyisebenzise.
Ukubhalisela i-MPlan: Yiya ku-https://www.minimax.cn/m-plan, khetha iphakheji bese ubhalisa; kulungele abasebenzisi abafuna ukusebenzisa imodeli kakhulu ngesabelomali esinqunyiwe.
Ukufaka i-MiniMax Code: Vakashela i-MiniMax Code ukuze ulande uhlelo lwedeskithophu; ngemva kokulifaka, ungasebenzisa ngokuqondile i-M3.1 Flash ezimweni zokubhala izinhlelo.

Ikhono le-Agentic elisezingeni eliphezulu: Iphambili ekuhlolweni kwemisebenzi eyinkimbinkimbi ye-Agent, njenge-AutomationBench-AA ne-BankerToolBench (amaphuzu angu-76.2), futhi ingaqedela ngokuzimela ukuhamba komsebenzi kwangempela kwebhizinisi ku-SaaS systems ezahlukene.
Ikhono lokubhala izinhlelo eliqhudelana namamodeli aphambili: I-DeepSWE v1.1 ifinyelela ku-73.7%, inekhono lokuqonda ikhodi, ukuthuthukisa, ukulungisa nokuqinisekisa ukuhlolwa emisebenzini emide, ngezindleko eziphansi kakhulu kunamamodeli asezingeni elifanayo.
Computer Use ehamba phambili phakathi kwamamodeli asekhaya: Iphambili phakathi kwamamodeli asekhaya ku-OSWorld V2 (61.7) naku-ALE (29.6).
Ubuholi kwezokuphepha kwenethiwekhi: I-CyberGym ifinyelela ku-82%, ihlanganisa ngezindleko eziphansi izimo ezikhethekile zokuphepha ezifana nokuhlolwa kwekhodi, ukuhlolwa kokungena nobunjiniyela bokubuyisela.
Isivinini esiphindwe izikhathi ezi-3: Isakhiwo se-sparse attention esinolaka siletha ijubane lokukhipha elingu-200+ TPS, kanti i-P50 izinzile ku-170+ TPS, okuthuthukisa kakhulu ulwazi lokusebenzisana.

Iwebhusayithi yephrojekthi: https://www.minimax.cn/blog/minimax-m31f

Ukuzenzakalela komsebenzi wasehhovisi wezinga lebhizinisi: Xhumanisa ukuthengisa, ukumaketha, isevisi yamakhasimende, ezezimali ne-HR ku-SaaS systems ezahlukene. Isibonelo, qedela ngokuzenzakalelayo ukulandelela amathuba okuthengisa, ukudluliswa kwamathikithi nokukhiqizwa kwemibiko phakathi kwe-CRM ne-email system, okuhambisana nekhono layo lokuba phambili ku-AutomationBench-AA.
Umsizi wokubhala izinhlelo we-AI/ukuthuthukiswa kwesoftware: Qedela ngokuzimela ukuqonda ikhodi, ukuthuthukisa imisebenzi, ukulungisa ama-Bug nokuqinisekisa ukuhlolwa. Kulungele ukuxhunywa ku-MiniMax Code noma ku-CI workflow, kusetshenziswe ikhono le-DeepSWE elingu-73.7% ukweseka ngemali ephansi ukuhamba komsebenzi wokuthuthukisa okude.
Isisebenzi sedijithali se-Computer Use: Sebenzisa ikhompyutha ngokuqondile ukuqedela imisebenzi phakathi kwezinhlelo ezahlukene, njengokuhlela amafayela ngokuzenzakalelayo, ukugcwalisa amasistimu, ukuqoqa idatha emakhasini ewebhu nokuhlanganisa bese uletha imiphumela; amaphuzu angu-61.7 ku-OSWorld V2 asekela ukusebenzisana nendawo yangempela.
Ukuthobela imithetho yezezimali nokucubungula ibhizinisi: Ngokusekelwe ekhonweni lokuhlela ngezinyathelo eziningi kanye nokugcina ukuvumelana phakathi kwamadokhumenti, elithole amaphuzu angu-76.2 ku-BankerToolBench, icubungula izimo zebhizinisi lezezimali ezinjengokuqhathanisa izitatimende, ukubuyekeza ukuthobela imithetho nokuqinisekisa ukuvumelana kwedatha phakathi kwamafayela.