Dekodage buy méngoo ak sa bopp
Self-consistence mooy pexem dekodaas biy jël misaali yooni xalaat yu bari yu wuute ci benn xeetu làkk ba noppi tànn tontu bi ñu gëna bari déggoo.
Résumé
It matters because a single greedy answer can be wrong, while the consensus across diverse attempts is far more often correct.
Plongeur bu xóot
Gëstukat yi Google ñoo ko dugal ci 2022, muy wecci dekodaasu 'greedy' bi ñuy faral di def, fu model bi di nangu benn token bi ci topp ci jéego bu nekk, ak xeetu misaal-ak-wote. Xalaat bi dafa sukkandikoo ci chaine-de-pensé prompting: ñu laaj model bi mu xalaat jéego par jéego, waaye ludul defar benn chaine, dafay sample chaine yu bari te wuute di jëfandikoo tàngoor bu amul benn. Seen bu nekk mën na jël beneen yoon, waaye xalaat bu jaar yoon mingi gëna jëm ci benn tontu bu mujj, fekk njuumte yi dañuy tasaaroo ci yeneen yoon. Ginaaw loolu sistem bi dafay jël wote yu ëpp ci tontu yu mujj yi. Coppite bu yomb bii jurna njariñ yu bari ci xayma ak xalaat yu baax yu melni GSM8K, di yokk lu bari ci njubte bu am ñaari araf te kenn duko tàggataat.
Gis-gis xarala
Bokk na ci anam yi ñuy jaar ngir am tontu bu jaar yoon, waaye barina anam yu nit mëna juum. Bu ñu jëlee misaal, nu wax, 40 chaine yu am tàngoor wu ëpp zero, model bi dafay defar ay xalaat yu bari. Tontu yu mujj yi kese lañuy boole ci wote lu ëpp luñuy beddi; bind biy xalaat dañu koy sànni. Jaar-jaar dafay gëna yokk su amee misaal yu bari waaye su amee ndàmpaay buy wàññeeku, jënd ak jaay dafay yokk inference calcul ngir wóor. Soxlawul ay done yuñ etikete wala ay ajustement.
njeextalu pexe
Gaawaay ak yaatuwaay
Liggéeyukaay yi ci làkk yi mën nañu gëna gaaw te duñu yàq deggoo gi.
Dugg ak yegg
Dafay yaatal jëfandikoo gi ci làkk yi ak ci anam yi ñuy jokkoo.
dogal yu gëna leer
Ekip yi mën nañu gëna yàgg ci àtte ci jamono ji otomatisation di liggéey ci baamtu.
Ëlëgu dekodaas bu méngoo ak sa bopp
Self-consistency misaal la bu am solo ci inference-time scaling, te ay doomam leegi dañuy dooleel modeli xalaat yuy jëfandikoo ordinatër yu bari ngir gëna xalaat bu baax. Yooyu ëlëg bokkuna ci pondération wote ci verifier bu jàng wala poñ wóolu ludul lim ñuy tolloo, tànn ci anam wu méngoo ñaata misaal lañu wara jël ci jafe-jafe laaj, ak boole wote ak kaadar seetlu yu melni Garab Xel. Xaarandil mu des ci baseline bu yomb te amul tàggat, bu bépp sistem mëna def sudee njub moo gëna am solo latency.
Doxal ci àdduna dëgg
Yokkatal njubte ci jafe-jafe baatu math ci daara yu mag yi (GSM8K) ci jël misaali yooni saafara yu bari ak wote ci nimero bu mujj bi.
Yokkateg wóolu laaj bu am jéego yu bari yu am xel mu dal, di tontu fu benn chaine mëna gliise ci benn inference.
Yokk koolute ci tontu defar kode ci xool ban génne moo gëna méngoo ci misaal yi.
Yar liggéey xalaat symbolik wala logic fu derivation yu bari wara booloo ci benn conclusion bu jaar yoon.
Risk yi ak balustrade yi
Lépp lu jaarul yoon mën na dugg ci rapoor yi, jàppale ci liggéey bi, wala ci njariñu gëstu bi.
Sensibilite bu gaaw mën na jur njariñ yu wuute ci laajte yu noonu mel.
Done yu am solo mën nañu feeñ sudee seytu jëfandikoo gi néew doole.
Roadmap ngir samp gi
Mandargal formaa génne gi, melokaan bi, ak standard kalite yi laata ngay dugal ko.
Tontu yu am solo ak balluwaay yu wóor saa yu dëggu bi di am solo.
Fexeel am barabu xool nit ñi ngir am njariñ yu am solo.
Toppal anami gacce yi ak di faral di tàggataat ay laaj wala def-liggéey.
Weyal di banneexu
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Gis bi ci topp
Medusa boppu dekodaas
Laaj yi ñuy faral di laaj
What is Self-Consistency Decoding?
Self-consistence mooy pexem dekodaas biy jël misaali yooni xalaat yu bari yu wuute ci benn xeetu làkk ba noppi tànn tontu bi ñu gëna bari déggoo. Dafa am solo ndax benn tontu bu ñàkk njariñ mën na juum, waaye deggoo ci jéem yu bari mooy gëna jub.
Lan mooy xalaat bu mag bi ci ginaaw dekodaas bu méngoo sa bopp?
Self-consistency dafay jël misaali xalaat yu bari te wuute, ba noppi tànn tontu bu mujj bi li ëpp ci xalaat yi déggoo.
Lan moo waral jël misaal ci yooni xalaat yu bari di jàppale njub?
Barina yoon yu baax yu nit mëna jaar ngir am tontu bu jaar yoon, waaye barina anam yu nit mëna juum, kon tontu yu jaar yoon dañuy booloo, njuumte yi dañuy wuute, moo tax li ëpp ci ñoom gëna wóor.
Ban xeetu dekodaas mooy wecci lëkkaloo sa bopp?
Du def sa bopp ci benn yoon bu gëna am wërsëg, waaye sa bopp dafay boole ay misaal ak agrégat ci yoon yu bari.
Ban wàll ci bu nekk ci seen misaal lañuy jëfandikoo ci wote bu mujj bi?
Xalaat bi ci digg bi dañu ko sànni; tontu yu mujj yi kese lañuy boole ci wote yu ëpp.
Lan mooy njëgu jëfandikoo sa bopp?
Defar ay fukki-fukki seen xalaat dafay yokk njëgu inference bi; jaar-jaar bi dafay yokk su amee misaal yu bari waaye su amee ndàmpaay buy wàññeeku.