Hy4 Uyasebenza

I-Hy4 inguqulo esemthethweni yemodeli enkulu ephambili eyethulwe yi-Tencent Hunyuan. Uma iqhathaniswa nenguqulo ye-preview, ikhulise kakhulu isikali sokuqeqeshwa kwangaphambili nangemuva, yethula okokuqala amakhono okubona nokulawula ikhompuyutha, futhi ingahlanganisa umugqa womyalo nesixhumi esibonakalayo ukuze iqedele isoftware yobungcweti nemisebenzi yesikhathi eside. I-Hy4 isebenza kahle ezimweni zangempela zokukhiqiza ezifana nocwaningo lwezezimali, ukuthuthukiswa kwemidlalo, ukwenziwa kwe-frontend kanye nokubala kwesayensi. Ngokwezivivinyo ezisemthethweni, iphakathi kwamamodeli omthombo ovulekile ahamba phambili. Seyethulwe ku-Tencent Cloud naku-OpenRouter, futhi ingazanywa ku-CodeBuddy, WorkBuddy, Yuanbao, ima neminye imikhiqizo. Intengo yayo ilingana neye-preview.

Ukuqonda okubukwayo nokulawula ikhompuyutha: Yethula okokuqala amakhono okubona, futhi ingahlanganisa ukubona, ukucabanga nokubiza amathuluzi ukuze yenze ukucutshungulwa kwezithombe okunemininingwane, ukuhlaziya amashadi ayinkimbinkimbi nokucabanga kwezibalo okubukwayo. Isekela okokuqala ukusebenzisa ikhompuyutha ngendlela evumelana neyomuntu, ihlanganisa kalula umugqa womyalo nesixhumi esibonakalayo.
Ukuthuthukiswa kwe-frontend nemidlalo: Yenzelwe ukusebenzisana okuyinkimbinkimbi, umqondo webhizinisi, ukuphathwa kwesimo kanye nokuxhumana kwe-frontend ne-backend, futhi ijwayelaniswa kakhulu nezinjini ezidumile ezifana ne-UE, Unity ne-Godot. Ukuhlolwa kwe-GameDev ne-GameLogic kukhuphuke ngo-19.1% nango-9.8% ngokulandelana uma kuqhathaniswa ne-preview.
Izimali nomsebenzi wasehhovisi: Ifunda izinqubo zobungcweti ezifana nocwaningo lwezimali, ukuhlaziywa kwezibambiso namasu e-quantitative. Ezivivinyweni zomphakathi ezisemthethweni ibe ngowokuqala phakathi kwamamodeli omthombo ovulekile, izinga lamaphutha e-hallucination lehle lisuka ku-15.76% laya ku-5.45%, futhi isekela ukuhlela ngokubambisana nomuntu ngesikhathi sangempela ku-Word, Excel ne-PPT.
Ucwaningo lwesayensi nokuthuthukiswa kwamamodeli: Ihlanganisa ukucabanga okuyinkimbinkimbi, ukuhlela kwesayensi nokwenza imisebenzi yesikhathi eside ukuze iqhubekisele phambili umsebenzi wocwaningo kusukela ekuqaleni kuye ekugcineni. Isebenzisa i-Hyra 2.0 ukuqeqesha ngokuzenzakalela imodeli engcono kune-Jev esemthethweni, futhi ivule imithombo yamamodeli amabili ayisisekelo ocwaningo, i-HyCell ne-HyPDE.
Umsizi womuntu wesikhathi eside: Amakhono okufunda umongo athuthukisiwe. Nge-WorkBuddy Enterprise WeChat suite, ixhumanisa amarekhodi ezingxoxo, ama-imeyili, amadokhumenti, amashejuli nemihlangano, ibone ngokuzenzakalela imisebenzi esalindile, ikhumbuze ngamashejuli futhi isize ekuhleleni okubalulekile.

Ukwandiswa kwesikali nokusebenza okungasindi: I-Hy4 ikhulise kakhulu isikali sokuqeqeshwa kwangaphambili nangemuva uma iqhathaniswa ne-preview, futhi iqhubeka nendlela ye-mixture-of-experts ye-preview. I-preview inamapharamitha angu-770B esewonke kanye namapharamitha asebenzayo angu-49B. Iphinde igcine iwindi lomongo elingu-1M tokens ukuze isekele ukuqonda imibhalo emide nemisebenzi yesikhathi eside.
Ukuhlanganiswa kwe-multimodal: Ngokokuqala ngqa ihlanganisa ikhono lokufaka ikhodi ebonakalayo kumodeli eyodwa, ukuze uchungechunge lokucabanga kombhalo lukwazi ukubiza imiphumela yokubona izithombe. Lokhu kwenza kube nokucutshungulwa kwezithombe okunemininingwane, ukuhlaziywa kwamashadi nokucabanga kwezibalo okubukwayo. Ukuthuthuka kwe-frontend nemidlalo nakho kuvela ekuqeqeshweni okuhlangene kokuqonda okubukwayo, ukwenziwa kwekhodi ye-frontend nokubiza amathuluzi enjini.
Ukubiza amathuluzi kwe-Agentic nokuqeqeshwa kwangemuva okukhethekile: Imodeli iqeqeshelwe ngokukhethekile isoftware yobungcweti efana ne-Blender ne-CAD kanye nemisebenzi yesikhathi eside edlula izinhlelo eziningi. Ifunda umjikelezo wokubuka, ukuhlela, ukubiza ithuluzi nokuqinisekisa imiphumela. Ezimweni zezezimali, kwakhiwe izindawo zokuqeqesha kusetshenziswa izinkulungwane zezindawo zokusebenza namashumi ezinkulungwane zemisebenzi esezingeni eliphezulu. Ukusesha kulungiselelwe ngokukhethekile ukubuyisa ulwazi olushintsha ngokushesha, ukuhlanganisa imithombo eminingi kanye nokuqinisekisa ukuhambisana kwamaqiniso, ngaleyo ndlela kuncishiswe ama-hallucination namaphutha okuqagela.
Ukuqondanisa imisebenzi yangempela okuqhutshwa yi-RL: Izimo zebhizinisi zangempela ezifana nemidlalo (ngokubambisana ne-IEG), ezezimali (impendulo yabahloli abangu-213), amadokhumenti asehhovisi, ukulungiselela i王者荣耀 kanye nokuhlaziya ama-bug zakha umthombo wezimpawu wokuqinisa ukufunda nokuqondanisa okuthandwayo ngezinga elikhulu. Lokhu kusiza ukudlulisa amakhono emodeli ukusuka kuma-benchmark aye ekukhiqizeni kwangempela.

Khetha indawo yokungena: Abasebenzisi abajwayelekile bangavula ngokuqondile i-Yuanbao, ima, WorkBuddy/CodeBuddy neminye imikhiqizo ukuze bazame i-Hy4. Abathuthukisi bangabiza i-API nge-Tencent Cloud noma i-OpenRouter.
Thola imvume: Imikhiqizo yabathengi ingasetshenziswa ngemva kokungena nge-akhawunti efanele ye-Tencent. Abasebenzisi be-API kufanele bavule insizakalo ye-Hunyuan ku-Tencent Cloud futhi bathole i-API Key.
Biza imodeli: Abathuthukisi balungiselela igama lemodeli libe yi-Hy4 kukhodi yabo.
Xhuma izimo zokusebenzisa: Xhuma amakhono afanele ngokuya ngesidingo, njengokusebenzisa i-WorkBuddy ukuxhuma ne-Enterprise WeChat ukuze uthole umsizi wesikhathi eside, noma ukusebenzisa i-Yuanbao/ima ngokuqondile ukwenza imibuzo ye-multimodal, ukuhlela kabili amadokhumenti, ucwaningo olunzulu neminye imisebenzi.
Zama amakhono athuthukile: Uma kudingeka ukuqonda okubukwayo, ukulawula ikhompuyutha, ukuthuthukiswa kwemidlalo noma ukubala kwesayensi, thumela umsebenzi ngendlela ye-Agent ku-Hy AI Studio noma ku-CodeBuddy, ukuze i-Hy4 ihlele futhi iwenze ngokuzenzakalela.

Ukusebenza kuphakathi kwamamodeli omthombo ovulekile ahamba phambili: Emisebenzini yangempela engu-579 yokuhlolwa kwezezimali, ithole u-3.04/4 yaba ngowokuqala kumamodeli omthombo ovulekile. Ekuhlolweni kwe-TenureTrail kocwaningo, nayo yaba ngowokuqala phakathi kwamamodeli omthombo ovulekile. Ngokwesitatimende esisemthethweni, “ngokokuqala ingene phakathi kwamamodeli omthombo ovulekile anamandla kakhulu”.
Yethula okokuqala ukubona nokulawula ikhompuyutha: Yengeza ukubona kwe-multimodal kanye nekhono lokulawula ikhompuyutha nge-GUI+umugqa womyalo, ikwazi ukusebenzisa isoftware yobungcweti efana ne-Blender ne-CAD futhi iqedele imisebenzi yesikhathi eside edlula izinhlelo eziningi.
Ilungiswe ngokujulile ezimweni zokukhiqiza zangempela: Izinga lamaphutha e-hallucination lehle lisuka ku-15.76% laya ku-5.45%, izinga lokuqedwa kwemisebenzi yamadokhumenti asehhovisi licishe libe ngu-97%, futhi izimo ezifana ne-frontend, ukuthuthukiswa kwemidlalo (GameDev +19.1%) nocwaningo lwezezimali zisekelwa ukuqeqeshwa okukhethekile okusekelwe kudatha yebhizinisi langempela yangaphakathi kwa-Tencent.
Umongo wezigidi nokwenza imisebenzi yesikhathi eside: Igcina iwindi lomongo elingu-1M tokens, futhi ithuthukisa kakhulu ukuqonda imibhalo emide, ucwaningo olunzulu kanye nekhono lomsizi wesikhathi eside lokuphatha amaphrojekthi amaningi ngesikhathi esisodwa.

Iwebhusayithi yephrojekthi: https://hy.tencent.com/research/hy4

Ucwaningo lwezezimali: Yenza ucwaningo lwezimali, ukuhlaziywa kwezibambiso, amasu e-quantitative, ukwakha amamodeli okulinganisa kanye nemibiko yocwaningo lwamasheya ngamanye. Ezivivinyweni zezezimali ibe ngowokuqala phakathi kwamamodeli omthombo ovulekile, futhi isekela ukuhlela ama-invoyisi kanye nezinqubo zokuhlola izimali nezintela.
Ukuthuthukiswa kwemidlalo: Ijwayelaniswa kakhulu nezinjini ezidumile ze-UE, Unity ne-Godot, ihlanganisa ukwenziwa kwemisebenzi, umqondo wokudlala nokucutshungulwa kwama-asset, futhi isandisiwe ekuthuthukisweni kwemidlalo yabadlali abaningi, njengendawo ye-“QQ 欢乐街机厅” engadlalwa ngempela.
Ukuthuthukiswa kwe-frontend ne-3D: Ikhiqiza izixhumi ezibonakalayo ze-frontend ezinokusebenzisana okuyinkimbinkimbi nomqondo webhizinisi ophelele, kanye nemisebenzi efana ne-sandbox yedijithali ye-Three.js 3D, ihlanganise ubuhle nokusebenziseka.
Ukubala kwesayensi: Iqhubekisela phambili umsebenzi wocwaningo kusukela ekuqaleni kuye ekugcineni, njengokwakha kabusha nge-3D umbungu wegundane onamaseli ayizigidi ezingu-7 ngehora elingu-1.5, ukuthola izibonelo eziphikisanayo zemibono yezibalo nokuqinisekisa kwayo nge-Lean, kanye nokwenza ngcono ngokuzenzakalela ingqalasizinda yokuqeqeshwa kwamamodeli.
Umsebenzi womuntu siqu nomsizi wesikhathi eside: Nge-WorkBuddy Enterprise WeChat suite, ihlanganisa amarekhodi ezingxoxo, ama-imeyili, amashejuli nemihlangano, ikhiqize ngokuzenzakalela ibhodi lezinto zosuku, ikhumbuze ngemisebenzi esalindile futhi isize ekuhleleni okubalulekile. Iphinde isekele ukuhlela ngokubambisana komuntu nomshini ku-Word/Excel/PPT.