Yokkateg liggéey ngir xalaat ci math
Process supervision dafay neexal model bi ci bépp jéego bu jaar yoon ci benn chaîne de resolution, te baña yam ci tontu bu mujj bi kese.
Résumé
For math, where one wrong move ruins everything, grading the work itself produces far more reliable solvers.
Plongeur bu xóot
Royuwaayi neexal yu bari duñu def ludul tontu bu mujj bi (xool njariñ li). Loolu dafay may ab model 'am wërsëg' - yegg ci nimero bi war ci jéego yu jaarul yoon yuy fomm. Lu moy loolu, saytu liggéey bi dafay tàggat ab Model Reward Process (PRM) ci etiketu nit wala IA buy màrke jéego bu nekk ci digg bi ni jub, jubadi, wala neutral. OpenAI's 2023 'Nanu xool jéego ci jéego' këyit genne na PRM800K, lu tollu ci 800,000 etiketu niveau jéego ci jafe-jafe MATH, te wane nañu ni xoolkat bu ñuy saytu ci 78% ci benn test outset. PRM dañu koy jëfandikoo ci inference ngir rang ay pexe yu bari yuñ jël, tànnee chaine bi am poñ bi gëna ndaw ci jéego yi. Dafay joxe itam feedback buñu mëna tekki: mën nga gis bu baax fi xalaat bi di tas.
Gis-gis xarala
Ci jamonoy test model bi dafay jël misaali pexe yu bari; PRM dafay joxe poñ ci jéego bu nekk, te poñ yi ci pexe mi dafay nekk produit (wala bi gëna ndaw) ci probabilite yu jub ci jéego bu nekk. 'Best-of-N' dafay tànn li gëna am poñ. Ndax credit bi dañu koy jox ci gox bi, siñaalu tàggat bi dafa gëna dëgër te gëna néew bruit ni benn neexal ci njeexte-sequence, loolu dafay wàññi neexal-hacking fu jéego yu jaarul yoon jot ci joxe tontu yu jaar yoon.
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 saytu liggéey ngir xalaat ci math
Etiketu jéego yi ñuy defee loxo seer nañu lool, moo tax gëstu bi dafay dem ci saytu liggéey bi otomatik - jëfandikoo Monte Carlo rollouts (Math-Shepherd) ngir xayma valeur jéego bu nekk te amul etiketu nit, wala am model yu gëna am doole di àtte ñi gëna néew doole. Xaarandi PRMs ngir dawal gëna dooleel-jàng fine-tuning, du reranking rek, ak tasaaroo ginaaw math ci kode, firnde science, ak waajal jéego yu bari fu jubluwaay jéego yi am solo.
Doxal ci àdduna dëgg
OpenAI's PRM800K: 800K etiket yu nit ñi jëfandikoo ngir tàggat saytukat yi ci référence MATH
Math-Shepherd: dafay etikete ci saasi jéego yu jaar yoon jaaraleko ci Monte Carlo ngir moytu joxe leeral yu seer
Best-of-N reranking: defar 256 pexe ak tann bi PRM gëna am poñ ci jéego bu nekk
Jumtukaayi jàngalekat yiy màndargaal liiñ bi gëna jubal ci pexe mi ndongo yi liggéey, foofu la njuumte bi njëkkee feeñ
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
Xalaat ci seen xalaat
Laaj yi ñuy faral di laaj
What is Process Supervision for Math Reasoning?
Process supervision dafay neexal model bi ci bépp jéego bu jaar yoon ci benn chaîne de resolution, te baña yam ci tontu bu mujj bi kese. Ci wàllu math, fu benn njuumte yàq lépp, joxe poñ ci liggéey bi ci boppam mooy gëna jur ay saafarakat yu wóor.
Lan mooy wuutale bu mag bi am ci digganté saytu liggéey bi ak saytu njariñ li?
Process supervision dafay joxe siñaal neexal ci bepp jéego bu ñuy xalaat, waaye surveillance resultaa du xool tontu bu mujj bi kese.
Lan moo waral surveillance ci resultaa yi kese mën na réerloo nit ci jafe-jafe math?
Neexal tontu bu mujj bi rek mooy jox credit pexe 'am saas' fu jéego yu digg yi juum di jur resultaa bu jaar yoon.
Lan la OpenAI génne ci wetu liggéeyu 'Nanu xool Jéego ak Jéego'?
PRM800K defa am lu tollu ci 800,000 annotation nit ñuy màndargaal jéego yu benn-benn xalaat ni jub wala jubadi.
naka lañuy faral di jëfandikoo ab modelu neexal ci jamonoy inference?
PRM dafay joxe poñ ci jéego bu nekk ci pexe yu bari, loolu mooy tax ñu mëna tànn li gëna baax ci N ci chaîne bi gëna am poñ.
Ban gis-gis mooy wàññi soxla etiketu jéego yu seer yu nit ñi?
Math-Shepherd dafay xayma njubteg jéego yi ci génne liñu matal ak natt ñaata yoon lañuy yegg ci tontu bu dëggu bi, moytu etiketu loxo.