Ithonya Imisebenzi Yokubalulwa Kwedatha Yokuqeqesha
Imisebenzi yethonya ilinganisela ukuthi isibonelo ngasinye sokuqeqeshwa sikulolonge kangakanani ukubikezela kwemodeli, okukuvumela ukuthi ulandelele okukhiphayo emuva kudatha ekudalile.
Uhlolojikelele
They matter because they turn an opaque model into something auditable for copyright, debugging, and trust.
I-Deep Dive
Imisebenzi yethonya ivela ezibalweni eziqinile futhi yashintshwa ukuze ifunde ngokujulile u-Koh no-Liang ngo-2017. Umbuzo oyinhloko awulona iqiniso: ingabe ukulahlekelwa kwemodeli endaweni yokuhlola kungashintsha kanjani uma isibonelo sokuqeqeshwa esithile sisusiwe noma silinganiselwe phezulu? Kunokuba uziqeqeshe kabusha (okubiza ngokungenathemba), thonya imisebenzi ecishe ifane nalolo shintsho usebenzisa i-calculus. Babala ukuhleleka kokulahlekelwa kwephoyinti lokuqeqesha kanye nephoyinti lokuhlola, bese bewaxhuma nge-Hessian ephambene yokulahlekelwa, ethwebula ukugoba kwesikhala sepharamitha yemodeli. Ithonya elikhulu elihle lisho ukuthi isibonelo sokuqeqesha siphushele imodeli ekubikezelweni kwayo; inani elikhulu elinegethivu lisho ukuthi liphushelwe kulo. Umphumela uwuhlu olusezingeni lezibonelo zokuqeqeshwa ezinomthwalo wemfanelo omkhulu.
I-Technical Insight
Ifomula okuyiyonayona idinga i-Hessian ephambene yokulahlekelwa kuwo wonke amapharamitha, okungalawuleki kumamodeli wamapharamitha webhiliyoni. Abasebenzi bayilinganisela ngezindlela ezifana ne-LiSSA (i-stochastic iterative inversion), i-Kronecker-factored curvature (EK-FAC), noma ukuqagela okungahleliwe okufana ne-TRAK. Anthropic's 2023's 2023 esikalini sinethonya imisebenzi kumamodeli olimi amakhulu asebenzisa i-EK-FAC, okuveza ukuthi izibonelo ezinamandla zivame ukwabelana ngamaphethini angabonakali esikhundleni samagama angaphezulu ngqo.
I-Strategic Impact
Izindleko kanye nesabelomali
Izinqumo zezakhiwo ziqhuba ukusebenza kanye nezindleko zokusebenza iminyaka.
Izinqumo ezicacile
Imfundo yobuchwepheshe isiza amaqembu ukuthi akhethe isitaki esifanele, hhayi nje esisha.
Ukulawulwa kwekhwalithi
Izinketho ezingcono zobunjiniyela zinciphisa izehlakalo ezinokwethenjelwa ekukhiqizeni.
Ikusasa Lemisebenzi Yethonya Lokunikezwa Kwedatha Yokuqeqesha
Lindela isibaluli esisekelwe emithonjeni ukuze sibe ingqalasizinda yokuziphendulela kwe-AI. Izilawuli nezinkantolo eziphenya ukuthi umbhalo one-copyright omise okuphumayo uzofuna ukuvela kweleveli yesibonelo, futhi onjiniyela bazowusebenzisa ukuze baveze idatha ebhalwe ngokungeyikho noma enobuthi. Izilinganiso ezishibhile ezifana ne-TRAK kanye ne-gradient-sketching ziphusha isichasiso siye kusikhathi sangempela, futhi ukukuhlanganisa nokungafundi kungavumela amaqembu asuse ithonya ledokhumenti ngaphandle kokuqeqeshwa kabusha okugcwele.
Ukuqaliswa Komhlaba Wangempela
Ukulandelela ukuthi yiziphi izincwadi ezinelungelo lobunikazi kube nomthelela omkhulu endimeni ekhiqizwe imodeli yolimi, ukuze kuhlaziywe umthetho namalayisensi
Ukususa amaphutha ekuhlukaniseni ngendlela engafanele ngokuveza izithombe zokuqeqeshwa ezingabhalwanga kahle eziphushele imodeli empendulweni engalungile
Ukuthola izibonelo zokuqeqeshwa ezinoshevu noma ezixakile ezisebenzisa amandla amakhulu ekuqaguleni okuthile
Ukuhlola imodeli yekhredithi noma yokuqasha ukuze kuboniswe ukuthi imaphi amarekhodi omlando anikeze isinqumo esiphikisiwe
Izingozi & Guardrails
Ukuthuthukisa ibhentshimakhi eyodwa kungafihla ubuthakathaka obubanzi besistimu.
Izindleko zengqalasizinda nezokulungisa zivame ukubukelwa phansi.
Izikhala zokuphepha nokubonakala zingakhula njengoba izinhlelo ziba nzima kakhulu.
Ukuqalisa Umhlahlandlela
Chaza ukubambezeleka, ikhwalithi, nezindleko ezihlosiwe ngaphambi kokuqaliswa.
Ibhentshimakhi ngaphansi komthwalo wangempela nezimo zedatha.
Ukuqapha amathuluzi amaphutha, ukukhukhuleka, nomthelela wabasebenzisi.
Lungiselela izindlela zokuhlehlisa nezigameko ngaphambi kokukala.
Qhubeka Uhlole
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Umhlahlandlela olandelayo
Ukufana Kwedatha Eyabiwe Ngokugcwele
Imibuzo evame ukubuzwa
What is Influence Functions for Training Data Attribution?
Imisebenzi yethonya ilinganisela ukuthi isibonelo ngasinye sokuqeqeshwa sikulolonge kangakanani ukubikezela kwemodeli, okukuvumela ukuthi ulandelele okukhiphayo emuva kudatha ekudalile. Zibalulekile ngoba ziguqula imodeli engabonakali ibe into efundekayo ku-copyright, ukulungisa amaphutha, nokwethenjwa.
Imuphi umbuzo ongelona iqiniso othonya imisebenzi ngokulinganiselwa?
Imisebenzi yethonya ilinganisela umthelela wokuphazamisa isisindo sesibonelo sokuqeqeshwa ekulahlekelweni endaweni yokuhlola, cishe ukuziqeqesha kabusha kokushiya-kodwa ngaphandle kokwenza.
Iyiphi into yezibalo eyenza umthelela wangempela wokubala ungalawuleki kumamodeli amakhulu?
Ifomula yethonya yakudala idinga ukuguqula i-Hessian phezu kwawo wonke amapharamitha, okungenakwenzeka kumamodeli anezigidigidi zamapharamitha.
Ubani oguqule imisebenzi yethonya ekufundeni okujulile kwesimanje ephepheni elaziwa kakhulu lika-2017?
Iphepha lika-Pang Wei Koh noPercy Liang lango-2017 elithi 'Understanding Black-box Predictions Nge-Influence Functions' ilethe le nqubo ekufundeni okujulile.
Ingabe inani elikhulu lethonya ELINEGATIVE libonisani?
Umthelela ongemuhle usho ukukhuphula isisindo ukuthi isibonelo sokuqeqesha besingase sehlise ukuzethemba kwemodeli ekubikezelweni, okungukuthi, siphikisana nokukhishwayo.
Yikuphi ukulinganiselwa okusetshenziswe Anthropic ukuze kuthonye imisebenzi kumamodeli amakhulu olimi?
Ucwaningo luka-Anthropic lwango-2023 lwasebenzisa i-EK-FAC ukulinganisa i-Hessian ephambene, olwenza ukuhlaziya komthelela kumamodeli ezilimi ezinkulu.