Ukuqopha Ukuvumelana Kokuvumelana
Ukuzivumelanisa ngokwakho kuyisu lokuhlukanisa amasampula amaningi ezindlela zokucabanga ezisuka kumodeli yolimi bese kukhethwa impendulo iningi labo elivumelana ngayo.
Uhlolojikelele
It matters because a single greedy answer can be wrong, while the consensus across diverse attempts is far more often correct.
I-Deep Dive
Yethulwe abacwaningi be-Google ngo-2022, ukuzivumelanisa kwakho siqu kuthatha indawo yokukhipha amakhodi okuvamile 'okuhahayo', lapho imodeli izinikela kuthokheni elandelayo okungenzeka ibe khona esinyathelweni ngasinye, ngendlela yesampula nevoti. Umbono wakhela phezu kochungechunge lokucabanga: imodeli icelwa ukuthi icabange isinyathelo ngesinyathelo, kodwa esikhundleni sokukhiqiza iketango elilodwa, isampula amaketanga amaningi ahlukahlukene isebenzisa izinga lokushisa elingavamile. Iketango ngalinye lingathatha umzila ohlukile, kodwa ukucabanga okufanele kuvamise ukuhlangana empendulweni efanayo yokugcina kuyilapho amaphutha ehlakazeka ezindaweni ezihlukene. Uhlelo lube seluthatha ivoti eliningi phezu kwezimpendulo zokugcina. Lolu shintsho olulula lukhiqize izinzuzo ezinkulu kumabhentshimakhi wokucabanga we-arithmetic kanye ne-commonsense njenge-GSM8K, ngokuvamile okungeza ukuthuthukiswa kokunemba kwamadijithi amabili ngaphandle kokuqeqeshwa kabusha.
I-Technical Insight
Le ndlela isebenzisa umuzwa wokuthi ziningi izindlela ezisebenzayo zokufinyelela impendulo efanele kodwa izindlela ezingenakubalwa zokungalungile. Ngokuthatha isampula, ake sithi, amaketanga angama-40 anezinga lokushisa elingaphezu kukaziro, imodeli ikhiqiza ukucabanga okuhlukahlukene. Izimpendulo zokugcina kuphela ezihlanganiswe ngevoti leningi lesitayela sokucwaswa; umbhalo wokucabanga uyalahlwa. Ukunemba ngokuvamile kuyakhuphuka ngamasampula engeziwe kodwa ngembuyiselo enciphayo, ukuhweba ngenani lemibono engeziwe ukuze kube nokwethembeka. Ayidingi idatha enelebula noma ukulungiswa kahle.
I-Strategic Impact
Isivinini nesikali
Ukugeleza komsebenzi wolimi kungahamba ngokushesha ngaphandle kokudela ukuvumelana.
Finyelela futhi ufinyelele
Yandisa ukufinyelela kuzo zonke izilimi nezitayela zokuxhumana.
Izinqumo ezicacile
Amaqembu angachitha isikhathi esiningi ekwahluleleni kuyilapho i-automation isingatha impinda.
Ikusasa Lokuqopha Ukuvumelana Koqobo
Ukuzivumelanisa ngokwakho kuyisibonelo esiyisisekelo sokukalwa kwesikhathi se-inference, futhi inzalo yakho manje amamodeli anamandla okucabanga asebenzisa ikhompuyutha eyengeziwe ukuze acabange kakhudlwana. Izikhombisi-ndlela zesikhathi esizayo zifaka phakathi amavoti okulinganisa ngesiqinisekisi esifundiwe noma amaphuzu okuzethemba kunokubala ngokulinganayo, ukukhetha ngokuguquguqukayo ukuthi mangaki amasampuli azodwetshwa ngokusekelwe ebunzimeni bemibuzo, kanye nokuhlanganisa ukuvota nezinhlaka zokusesha ezifana neSihlahla Semicabango. Lindela ukuthi ihlale iyisisekelo esishibhile, esingenaso ukuqeqeshwa lapho noma iyiphi isistimu ingabeka khona lapho ukulunga kubaluleke ngaphezu kokubambezeleka.
Ukuqaliswa Komhlaba Wangempela
Ukuthuthukisa ukunemba ezinkingeni zamagama ezibalo zebanga lesikole (GSM8K) ngokuthatha isampula izindlela eziningi zezixazululo nokuvota enombolweni yokugcina.
Ukuthuthukisa ukuthembeka kombuzo we-commonsense onezinyathelo eziningi ophendula lapho uchungechunge olulodwa lungashelela ekucabangeni okukodwa.
Ukwandisa ukuzethemba ezimpendulweni zokukhiqiza ikhodi ngokubheka ukuthi yikuphi okukhiphayo okuvela ngokungaguquki kuwo wonke amasampuli.
Ukuqinisa imisebenzi yokucabanga engokomfanekiso noma enengqondo lapho okuphuma okuhlukahlukene kufanele kuhlangane esiphethweni esisodwa esilungile.
Izingozi & Guardrails
Amaqiniso akhonjiwe angafaka ngokuthula imibiko, ukugeleza kosekelo, noma imiphumela yocwaningo.
Ukuzwela okusheshayo kungadala imiphumela engahambisani kuzo zonke izicelo ezifanayo.
Idatha yombhalo ebucayi ingase idalulwe uma izilawuli zokufinyelela zibuthakathaka.
Ukuqalisa Umhlahlandlela
Chaza ifomethi yokuphumayo, ithoni, namazinga wekhwalithi ngaphambi kokukhishwa.
Izimpendulo eziyisisekelo ngemithombo ethembekile noma nini lapho ukunemba kubalulekile.
Gcina indawo yokuhlola isibuyekezo somuntu ukuze uthole imiphumela ephezulu.
Landela amaphethini okuhluleka futhi uqeqeshe kabusha imiyalo noma ukuhamba komsebenzi njalo.
Qhubeka Uhlole
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Umhlahlandlela olandelayo
I-Medusa Decoding Heads
Imibuzo evame ukubuzwa
What is Self-Consistency Decoding?
Ukuzivumelanisa ngokwakho kuyisu lokuhlukanisa amasampula amaningi ezindlela zokucabanga ezisuka kumodeli yolimi bese kukhethwa impendulo iningi labo elivumelana ngayo. Kubalulekile ngoba impendulo eyodwa enomhobholo ingaba yiphutha, kuyilapho ukuvumelana kuyo yonke imizamo ehlukahlukene kuvame ukuthi kulungile.
Imuphi umqondo owumongo we-self-consistency decoding?
Ukuzinza amasampula amaketango ahlukene okucabanga bese ukhetha impendulo yokugcina amaketango amaningi avumelana ngayo.
Kungani amasampula ezindlela ezihlukahlukene zokucabanga kusiza ukunemba?
Miningi imizila evumelekile eya empendulweni efanele kodwa izindlela eziningi zokwenza iphutha, ngakho-ke izimpendulo ezifanele ziyahlangana kuyilapho amaphutha ehlukana, okwenza iningi lithembeke kakhudlwana.
Iyiphi indlela yokukhipha amakhodi esikhundleni sokuvumelana?
Esikhundleni sokuzibophezela ngobugovu endleleni eyodwa okungenzeka kakhulu, amasampula wokuzinza kanye nama-aggregate ezindleleni eziningi.
Iyiphi ingxenye yochungechunge lwesampula ngayinye esetshenziswa ngempela evotini lokugcina?
Ukucabanga okuphakathi kuyalahlwa; izimpendulo zokugcina kuphela ezihlanganiswa ngamavoti amaningi.
Ziyini izindleko eziyinhloko zokusebenzisa ukuzivumelanisa nezimo?
Ukukhiqiza inqwaba yamaketango okucabanga kuphindaphinda izindleko zokucabanga; ukunemba kuyenyuka ngamasampula engeziwe kodwa ngembuyiselo enciphayo.