Uhlolojikelele
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.
I-Self-Consistency Decoding iyingxenye yesitaki solimi-AI esetshenziselwa ukufunda, ukukhiqiza, ukuhlukanisa, nokuguqula umbhalo nenkulumo ngezikali.
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.
Ukuba ingcweti Ukuqopha Ukuvumelana Kokuvumelana
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. I-Self-Consistency Decoding iyingxenye yesitaki solimi-AI esetshenziselwa ukufunda, ukukhiqiza, ukuhlukanisa, nokuguqula umbhalo nenkulumo ngezikali. Ukuze wakhe ukuqonda okujulile, phatha i-Self-Consistency Decoding njengemodeli yokusebenza, hhayi isici esisodwa: chaza imiphumela efiselekayo, ucacise ukucabanga, futhi uhlukanise lokho isistimu engakwenza ngokwethembeka kulokho okusadinga ukwahlulela kochwepheshe.
Empeleni, amaqembu aqinile asebenzisa izexwayiso zedizayini ye-Self-Consistency Decoding, ukubuyisa, nokubuyekeza amalophu njengohlelo olulodwa lokuxhumana oludidiyelwe. Babhala imibandela yempumelelo ecacile, ukuhlola okuqhathaniswa nedatha engokoqobo nokugeleza komsebenzi, futhi baphindaphinde ngokusekelwe kumaphethini okuhluleka aqashiwe esikhundleni sokuwina kwebhentshimakhi yesikhathi esisodwa. Yilapho ukuqonda kwethiyori kuguquka kube amandla ahlala njalo kuwo wonke umkhiqizo, inqubomgomo, kanye nokusebenza.
Ukugeleza komsebenzi wolimi kungahamba ngokushesha ngaphandle kokudela ukuvumelana. Ngesikhathi esifanayo, amaqiniso Akhohliwe angafaka imibiko buthule, ukugeleza kosekelo, noma imiphumela yocwaningo. Indlela eqine kakhulu iwukuhlanganisa isivinini sokuhlola nesiyalo sokuphatha: qhuba abashayeli bezindiza, bamba ubufakazi, ushicilele amalogi ezinqumo, futhi ubuyekeze izivikelo ngokuqhubekayo njengoba imodeli yokuziphatha, okulindelwe ngabasebenzisi, kanye nezimfuneko zokulawula zishintsha.
I-Strategic Impact
Ukugeleza komsebenzi wolimi kungahamba ngokushesha ngaphandle kokudela ukuvumelana.
Ukugeleza komsebenzi wolimi kungahamba ngokushesha ngaphandle kokudela ukuvumelana. Ekusetshenzisweni kwekhwalithi ephezulu, lokhu kuhunyushwa emithethweni yokusebenza elinganisekayo, imingcele yobunikazi, nemikhuba yokubuyekeza ephindelelayo ukuze amaqembu akwazi ukukala ukuzethemba esikhundleni sokukala ukungaqondakali.
Yandisa ukufinyelela kuzo zonke izilimi nezitayela zokuxhumana.
Yandisa ukufinyelela kuzo zonke izilimi nezitayela zokuxhumana. Ekusetshenzisweni kwekhwalithi ephezulu, lokhu kuhunyushwa emithethweni yokusebenza elinganisekayo, imingcele yobunikazi, nemikhuba yokubuyekeza ephindelelayo ukuze amaqembu akwazi ukukala ukuzethemba esikhundleni sokukala ukungaqondakali.
Amaqembu angachitha isikhathi esiningi ekwahluleleni kuyilapho i-automation isingatha impinda.
Amaqembu angachitha isikhathi esiningi ekwahluleleni kuyilapho i-automation isingatha impinda. Ekusetshenzisweni kwekhwalithi ephezulu, lokhu kuhunyushwa emithethweni yokusebenza elinganisekayo, imingcele yobunikazi, nemikhuba yokubuyekeza ephindelelayo ukuze amaqembu akwazi ukukala ukuzethemba esikhundleni sokukala ukungaqondakali.
Ukuqaliswa Komhlaba Wangempela
Ukuthuthukisa ukunemba ezinkingeni zamagama ezibalo zebanga lesikole (GSM8K) ngokuthatha isampula yezindlela zokuxazulula eziningi 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.
Amaphethini Okusebenzisa
Ukuzihlukanisa Kokuvumelana Kwekhodi kuyasebenza
Ukuthuthukisa ukunemba ezinkingeni zamagama ezibalo zebanga lesikole (GSM8K) ngokuthatha isampula yezindlela zokuxazulula eziningi nokuvota enombolweni yokugcina.
Ukuthuthukisa ukunemba ezinkingeni zamagama ezibalo zebanga lesikole (GSM8K) ngokuthatha isampula yezindlela eziningi zezixazululo nokuvota ngenombolo yokugcina Amaqembu ngokuvamile athola imiphumela engcono lapho echaza imikhawulo yekhwalithi ngaphambili, agcine indlela yokukhuphuka kwabantu yamacala asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
Ukuzihlukanisa Kokuvumelana Kwekhodi kuyasebenza
Ukuthuthukisa ukuthembeka kombuzo we-commonsense onezinyathelo eziningi ophendula lapho uchungechunge olulodwa lungashelela ekucabangeni okukodwa.
Ukuthuthukisa ukwethembeka kwemibuzo ye-commonsense enezinyathelo eziningi ephendula lapho uchungechunge olulodwa lungase lushelele ekuqondeni okulodwa Amathimba ngokuvamile athola imiphumela engcono lapho echaza izilinganiso zekhwalithi ngaphambili, agcine indlela yokukhuphuka yomuntu yamacala abucayi, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
Ukuzihlukanisa Kokuvumelana Kwekhodi kuyasebenza
Ukwandisa ukuzethemba ezimpendulweni zokukhiqiza ikhodi ngokubheka ukuthi yikuphi okukhiphayo okuvela ngokungaguquki kuwo wonke amasampuli.
Ukwandisa ukuzethemba ezimpendulweni zokukhiqiza ikhodi ngokubheka ukuthi yikuphi okukhiphayo okubonakala ngokufana kakhulu kuwo wonke amasampula Amaqembu ngokuvamile athola imiphumela engcono uma echaza izinga eliphezulu ngaphambili, egcina indlela yokukhuphuka yabantu yamakesi asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
Ukuzihlukanisa Kokuvumelana Kwekhodi kuyasebenza
Ukuqinisa imisebenzi yokucabanga engokomfanekiso noma enengqondo lapho okuphuma okuhlukahlukene kufanele kuhlangane esiphethweni esisodwa esilungile.
Ukuqinisa imisebenzi yokucabanga engokomfanekiso noma enengqondo lapho okuphuma okuhlukahlukene kufanele kuhlangane esiphethweni esisodwa esifanele Amaqembu ngokuvamile athola imiphumela engcono lapho echaza ikhwalithi ephezulu ngaphambili, egcina indlela yokukhuphuka kwabantu yamakesi asemaphethelweni, futhi elandelela kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
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.
Chaza ifomethi yokuphumayo, ithoni, namazinga wekhwalithi ngaphambi kokukhishwa. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.
Izimpendulo eziyisisekelo ngemithombo ethembekile noma nini lapho ukunemba kubalulekile.
Izimpendulo eziyisisekelo ngemithombo ethembekile noma nini lapho ukunemba kubalulekile. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.
Gcina indawo yokuhlola isibuyekezo somuntu ukuze uthole imiphumela ephezulu.
Gcina indawo yokuhlola isibuyekezo somuntu ukuze uthole imiphumela ephezulu. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.
Landela amaphethini okuhluleka futhi uqeqeshe kabusha imiyalo noma ukuhamba komsebenzi njalo.
Landela amaphethini okuhluleka futhi uqeqeshe kabusha imiyalo noma ukuhamba komsebenzi njalo. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.