Nchọpụta nkwekọ n'onwe
Nkwenye onwe onye bụ atụmatụ ngbanwe nke na-egosipụta ọtụtụ ụzọ echiche dị iche iche site na ụdị asụsụ wee họrọ azịza nke ọtụtụ n'ime ha kwenyere na ya.
Nchịkọta
It matters because a single greedy answer can be wrong, while the consensus across diverse attempts is far more often correct.
Ime miri emi
Ndị nyocha Google webatara na 2022, nkwụsi ike nke onwe na-edochi ngbanwe 'anyaukwu' nke a na-emebu, ebe ihe nlere ahụ na-eme otu akara ngosi nke ga-esote n'ọkwa ọ bụla, jiri usoro nlele na ntuli aka. Echiche a na-ewulite n'iche echiche: a na-ajụ ihe nlereanya ahụ ka ọ tụgharịa uche na nzọụkwụ site na nzọụkwụ, mana kama ịmepụta otu agbụ, ọ na-ese ọtụtụ ụdọ dị iche iche site na iji okpomọkụ na-adịghị efu. Yinye nke ọ bụla nwere ike were ụzọ dị iche, mana echiche ziri ezi na-agakọ n'otu azịza ikpeazụ ebe njehie na-agbasa n'akụkụ dị iche iche. Usoro ahụ wee were oke ntuli aka karịa azịza ikpeazụ. Mgbanwe a dị mfe na-arụpụta nnukwu uru na mgbakọ na mwepụ na echiche ezi uche dị ka GSM8K, na-agbakwụnyekwa nkwalite ziri ezi ọnụọgụ abụọ na-enweghị ọzụzụ ọ bụla.
Nghọta nka nka
Usoro a na-erigbu nghọta na enwere ọtụtụ ụzọ ziri ezi iji nweta azịza ziri ezi mana ọtụtụ ụzọ isi ezighi ezi. Site n'ịlele, sịnụ, agbụ 40 nwere okpomọkụ karịa efu, ihe nlereanya ahụ na-emepụta echiche dịgasị iche iche. Ọ bụ naanị azịza ikpeazụ ka a na-achịkọta site na votu n'ụdị mkpirisi; a na-atụfu ederede ntụgharị uche. Izizi n'ozuzu na-ebilite yana ọtụtụ samples mana ọ na-enwe mbelata nloghachi, ịzụ ahịa mgbakwunye mgbakwunye maka ntụkwasị obi. Ọ chọghị data akpọrọ ma ọ bụ nlegharị anya nke ọma.
Mmetụta atụmatụ
Ọsọ na ọnụ ọgụgụ
Usoro ọrụ asụsụ nwere ike ịga ngwa ngwa n'achụghị nkwụsi ike.
Nweta na iru
Ọ na-agbasawanye ohere n'ofe asụsụ na ụdị nzikọrịta ozi.
Mkpebi doro anya
Ndị otu nwere ike itinyekwu oge na ikpe ebe akpaaka na-ejikwa nkwughachi.
Ọdịnihu nke idebe ngbanwe nke onwe
Ịkwụsị onwe onye bụ ihe atụ ntọala nke ntọhapụ oge, na ụmụ ya ugbu a na-enwe ike iche echiche ụdị nke na-etinyekwu mgbagwoju anya iji chekwuo echiche. Ntuziaka n'ọdịnihu na-agụnye ịtụ vootu site n'aka onye nyocha ma ọ bụ akara ntụkwasị obi kama ịgụkọ ọnụ, na-eme mgbanwe na-ahọrọ ọnụọgụ ole ị ga-esere dabere na nsogbu ajụjụ, na ijikọta ịtụ vootu na usoro ọchụchọ dị ka Osisi Echiche. Na-atụ anya na ọ ga-abụ ntọala dị ọnụ ala, ọzụzụ na-enweghị ọzụzụ nke sistemụ ọ bụla nwere ike itinye na ya mgbe izi ezi dị mkpa karịa latency.
Mmejuputa n'ezie n'ụwa
Ịkwalite izi ezi na nsogbu okwu mgbakọ na mwepụ nke ụlọ akwụkwọ (GSM8K) site n'ịtụle ọtụtụ ụzọ ngwọta na ịtụ vootu na ọnụọgụ ikpeazụ.
Ịkwalite ntụkwasị obi nke ajụjụ ọgụgụ isi nwere ọtụtụ nzọụkwụ na-aza ebe otu yinye nwere ike ịdaba na otu echiche.
Ịbawanye ntụkwasị obi na azịza ọgbọ koodu site na ịlele nke mmepụta na-apụtakarị n'ofe nlele.
Ịkwado ọrụ ntule atụ ma ọ bụ ezi uche dị na ya ebe nrụpụta dị iche iche kwesịrị ịgbakọ n'otu nkwubi okwu ziri ezi.
Ihe ize ndụ & okporo ụzọ nche
Eziokwu ndị e chepụtara echepụta nwere ike jiri nwayọ tinye akụkọ, nkwado nkwado, ma ọ bụ nsonaazụ nyocha.
Mmetụta ngwa ngwa nwere ike ịmepụta nsonaazụ na-ekwekọghị ekwekọ n'ofe arịrịọ ndị yiri ya.
Enwere ike ikpughe data ederede nwere mmetụta ma ọ bụrụ na njikwa ohere adịghị ike.
Map mmejuputa
Kọwaa usoro mmepụta, ụda, na ụkpụrụ ịdịmma tupu ibugharị.
Weghachite nzaghachi site na isi mmalite ntụkwasị obi mgbe ọ bụla izi ezi dị mkpa.
Debe ebe nleba anya mmadụ maka mpụta dị elu.
Sochie ụkpụrụ ọdịda ma na-azụghachi mkpali ma ọ bụ usoro ọrụ mgbe niile.
Nọgide na-eme nchọpụta
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Ntuziaka na-esote
Ndị isi ngbanwe nke Medusa
Ajụjụ a na-ajụkarị
What is Self-Consistency Decoding?
Nkwenye onwe onye bụ atụmatụ ngbanwe nke na-egosipụta ọtụtụ ụzọ echiche dị iche iche site na ụdị asụsụ wee họrọ azịza nke ọtụtụ n'ime ha kwenyere na ya. Ọ dị mkpa n'ihi na otu azịza anyaukwu nwere ike ịbụ ihe na-ezighi ezi, ebe nkwenye n'ime mgbalị dịgasị iche iche na-abụkarị nke ziri ezi.
How does self-consistency decoding pick a final answer from a language model?
Nkwenye onwe onye na-esetịpụ ọtụtụ usoro echiche dị iche iche wee họrọ azịza ikpeazụ nke ọtụtụ n'agbụ kwekọrịtara na ya.
Kedu ihe kpatara ịlele ụzọ ntụgharị uche dị iche iche ji enyere izi ezi?
Enwere ọtụtụ ụzọ ziri ezi maka azịza ziri ezi mana enweghị ọtụtụ ụzọ isi mehie, yabụ ụyọkọ azịza ziri ezi ebe mmejọ na-agbanwe, na-eme ka ọtụtụ bụrụ ndị a pụrụ ịdabere na ya.
Kedu usoro ngbanwe ka nkwekọ onwe onye na-anọchi anya?
Kama iji anyaukwu na-etinye aka n'otu ụzọ a kacha ele anya, ihe nlere anya nke onwe ya na mkpokọta n'ọtụtụ ụzọ.
Kedu akụkụ nke yinye ọ bụla atụpụtara ka ejiri n'ezie na votu ikpeazụ?
A na-atụfu echiche nke etiti; Ọ bụ naanị azịza ikpeazụ ka a na-achịkọta site n'ọtụtụ votu.
Kedu ihe bụ isi ihe na-eri iji nkwekọ onwe onye?
Ịmepụta ọtụtụ ụdọ echiche na-amụba ọnụ ahịa inference; izi ezi na-ebili na ọtụtụ sample mana na-ebelata nloghachi.