WorkForge Uyasebenza

I-WorkForge iwuhlaka lokwakha izindawo zokuqeqesha ama-agent oluqaliswe ngokubambisana yi-Tencent Hunyuan ne-Fudan University. I-WorkForge iqala ngohlaka lokugeleza komsebenzi lochwepheshe, ithole ngokuzenzakalelayo izinsiza zomhlaba wangempela ukuze yakhe indawo yokusebenza, bese ikhiqiza imisebenzi namazinga okuqinisekisa aphindwe kabili esekelwe emaqinisweni asendaweni yokusebenza, ukuze ama-agent akhiqize idatha yemikhondo yokwenza. I-WorkForge isivele yakhe izindawo eziqinisekisekayo ezingu-16.7K, ezihlanganisa imikhakha yobungcweti engu-40, futhi ingakhuphula amaphuzu e-GDPval emodeli engu-35B ngamaphuzu angu-28, isondele ezingeni lamamodeli aphambili.

Ukwakhiwa kohlaka lwezimo: Kugcina ulwazi lochwepheshe lube izifanekiso zokugeleza komsebenzi ezingasetshenziswa kabusha, kuchaze okulethwayo, izinsiza ezidingekayo nezindawo ezibalulekile zokwenza izinqumo.
Ukuhlanganiswa kwezindawo zokusebenza zangempela: I-agent yokuthola isesha ku-inthanethi, ilande amakhosombe ekhodi angempela, amasethi edatha nezinto zewebhu, bese yakha indawo yokusebenza ngokwesakhiwo semibhalo sokuqala.
Ukudweba iphrofayela yendawo nokukhipha izikhonkwane zamaqiniso: Kuchazwa ngokuzenzakalelayo indima yefayela ngalinye nobudlelwano bokuncika, bese kuqoshwa “ubufakazi bamaqiniso” obungaqinisekiswa ngokuqondile.
Ukukhiqizwa kwemisebenzi: Kuhlanganiswa uhlaka nephrofayela ukuze kukhiqizwe imiyalelo yemisebenzi esekelwe kokuqukethwe kwangempela kwendawo yokusebenza, kanye nezixazululo eziyisethenjwa ezifihliwe.
Indlela yokuqinisekisa ephindwe kabili: Ukuhlolwa kohlelo kuqinisekisa izinombolo nokwakhiwa kwamafayela, kanti abahluleli be-LLM bahlola ikhwalithi yencazelo ngokwemigomo yokumaka.
Ukuqoqwa nokumakwa kwemikhondo: I-agent isebenza ngokuzimela ibona kuphela indawo yokusebenza nemiyalelo yomsebenzi, futhi yonke inqubo kanye namaphuzu kugcinwa njengedatha yokuqeqesha.
Ukukhiqizwa kwezindawo ngezinga elikhulu: Ngokuchofoza okukodwa kukhiqizwa izindawo zokusebenza eziqinisekisekayo ezingu-16.7K, ezihlanganisa imikhakha yobungcweti engu-40 nezinhlobo zamafayela ezingu-60.
Ukuqeqeshwa kwama-agent ngemva kokuqeqeshwa kokuqala: Kusetshenziswa imikhondo emide ekhiqiziwe ukulungisa amamodeli, kuthuthukiswe kakhulu ikhono lawo lokwenza imisebenzi yasemsebenzini.

Ukwakheka okuhlangene kwemisebenzi nokuqinisekisa okuqhutshwa yizikhonkwane zamaqiniso: I-premise eyinhloko ye-WorkForge ukuthi ukuthi umsebenzi ungabekwa yini nokuthi umphumela ungaqinisekiswa yini kuncike emaqinisweni abonakalayo asendaweni yokusebenza. Okokuqala yenza iphrofayela ephelele yendawo yokusebenza (Profiling), ikhiphe indima yamafayela, ukuncika phakathi kwamafayela namarekhodi amaqiniso athile angaqinisekiswa. Imiyalelo yemisebenzi, izixazululo eziyisethenjwa, izinto zokuhlola ezihleliwe nemigomo yokumaka incazelo konke kususelwa kulezi zikhonkwane zamaqiniso, futhi amaqiniso abalulekile ezixazululweni eziyisethenjwa aphinde aqinisekiswe endaweni yokusebenza.
Ukwakhiwa kobunzima bendawo okuqhutshwa yizinsiza zangempela: Ngokungafani nezindawo zokusebenza ezihlanganiswe yi-LLM, i-WorkForge isebenzisa i-agent yokuthola ukuze iphindaphinde umjikelezo wokusesha—ukufunda—ukulanda—ukubuka kuqala, iqoqe izinsiza kumakhosombe nakumasethi edatha angempela futhi igcine isakhiwo semibhalo sokuqala. Ukuhlolwa kokuqhathanisa kubonisa ukuthi indawo yokusebenza yangempela inamafayela aphindwe ngo-5.4 kunendawo ehlanganisiwe, izinhlobo zamafayela eziphindwe ngo-2.4, futhi ubufakazi busakazeke kuso sonke isihlahla semibhalo kunokuba bugxile emafayeleni ambalwa, okuphoqa i-agent ukuthi iqale ihlole bese yenza izinqumo, ngaleyo ndlela kudaleke ukungqubuzana kwangempela kokusebenza kanye nesidingo sokuxhumana kwesikhathi eside.
Ukuqinisekisa ngezindlela ezimbili, okuhleliwe nokwencazelo: Imojuli yokuqinisekisa inezingxenye ezimbili eziphelelisanayo: isiqinisekisi esihleliwe sihlola izimfuneko ezinqunyekayo, njengokuthi izinombolo zilungile yini, ifayela eliqondiwe lakhiwe yini, nokuthi isimo sendawo yokusebenza silindelekile yini, bese sinikeza amaphuzu ngokomsebenzi wenkomba; isiqinisekisi sencazelo sisebenzisa i-LLM judge elungiselelwe yimiyalelo yomsebenzi, imake okulethwayo okuvulekile isici ngesici ngokwemigomo yokumaka bese sikwenza kube sesikalini esifanayo. Amaphuzu alezi zindlela ezimbili agcinwa ngokwehlukana. Ukuhlolwa kubonisa ukuthi ukuhlunga okuxubile okuzihlanganisayo (ALE 22.11) kuphakeme kakhulu kunokusebenzisa noma yiluphi uphawu olulodwa (15.62 / 14.89), ngoba lezi zinhlobo ezimbili zokuqinisekisa zibamba izici ezahlukene zekhwalithi yokulethwayo.

Okwamanje i-WorkForge iwuhlaka locwaningo; iphepha alikhulumi ngeziteshi zomphakathi zekhodi yomthombo ovulekile noma zamasethi edatha.

Ubuqiniso obukhulu: Izindawo zokusebenza zakhiwa ngokuqondile ngezinsiza zomhlaba wangempela; inani lamafayela, izinhlobo zamafayela nomthamo wazo liphindwe ngo-5.4, 2.4 no-13 ngokulandelana uma kuqhathaniswa nezindawo ezihlanganiswe yi-LLM, futhi ubufakazi busakazeke esihlahleni semibhalo kunokuba buvezwe endaweni eyodwa.
Ukuqinisekisa okulandelekayo: Imisebenzi, izixazululo eziyisethenjwa nemigomo yokumaka konke kususelwa “ezikhonkwaneni zamaqiniso” asendaweni yokusebenza, futhi amaqiniso abalulekile aphinde aqinisekiswe endaweni, okususa izimfuneko zokuhlola ezisuselwa emibonweni engamanga.
Ukuqinisekisa okubili okuphelelisanayo: Ukuhlolwa okuhleliwe (izinombolo/amafayela) kuhlanganiswa nokumakwa kwencazelo yi-LLM, futhi ukuhlunga okuxubile kudlula kude ukusebenzisa noma yiluphi uphawu olulodwa.
Ukuqeqeshwa kokuxhumana kwesikhathi eside: Imikhondo yokuhlola yangempela enesilinganiso sezinyathelo ezingu-31.8 nama-tokens angu-7.6 wanayo ifundisa imodeli inqubo ephelele yokuhlola, ukuqoqa ubufakazi, ukulungisa amaphutha nokuletha umphumela.
Ikhono lokukhiqiza ngezinga elikhulu: Umugqa owodwa ukhiqiza izindawo ezingu-16.7K, uhlanganise imikhakha engu-40, wehlise kakhulu izindleko zobunjiniyela uma kuqhathaniswa nokwakha izindawo ngesandla.
Ukuthuthuka kokusebenza okuphawulekayo: Imodeli engu-A3B ithola ukwanda kwamaphuzu angu-28.1 ku-GDPval, ihole wonke amamodeli ama-agent akhethekile angaphansi kuka-100B; imodeli engu-27B idlula imodeli engu-397B enenani lamapharamitha eliphindwe ngo-15.

Iphepha lobuchwepheshe le-arXiv: https://arxiv.org/pdf/2610.04906

Ukukhiqizwa kwedatha yokuqeqesha ama-agent: Ikhiqiza ngezinga elikhulu idatha yemikhondo emide esezingeni eliphezulu yamabhizinisi nezikhungo zocwaningo ukuze kuqeqeshwe kabusha ama-agent omsebenzi, kususwe umgoqo wezindleko wokwakha izindawo ngesandla.
Ukuqeqeshwa kwabasebenzi bedijithali basemsebenzini: Iqeqesha “abasebenzi bedijithali” abakwazi ukuletha imibiko, amaspredishithi, ama-PPT nezinye izinto zangempela zokulethwa emikhakheni yobungcweti engu-40, ehlanganisa amahhovisi, ukuhlaziywa kwedatha, ezezimali nemfundo.
Ukuhlolwa kwamakhono ama-agent: Indlela yayo yokuqinisekisa ngezindlela ezimbili eqhutshwa yizikhonkwane zamaqiniso ingasetshenziswa njengendlela yokuhlola ukuhlola ikhono le-agent lokuhlola, ukuqoqa ubufakazi nokuletha imiphumela ezindaweni zamafayela angahlelekile.
Ukudijithaliswa kokugeleza komsebenzi emikhakheni ethile: Ngemva kokuba ibhizinisi libhale ulwazi lochwepheshe bangaphakathi lube uhlaka lwesimo, lingakhiqiza ngokushesha izibonelo ezahlukene zemisebenzi efanayo ngobuningi, ukuze kuqeqeshwe noma kuhlolwe.
Isisekelo sokuthuthukisa ama-Agent emikhakheni ethile: Ezindaweni zobungcweti ezifana ne-quantitative finance, ukubuyekezwa kwekhodi nokuqinisekisa ukuhambisana nemithetho, ezidinga ukuqhathaniswa kwamafayela amaningi avela emithonjeni ehlukene, singasebenza njengengqalasizinda yendawo futhi sisekele ukuthuthukiswa kwamakhono emikhiqizo yama-Agent esezingeni eliphezulu.