Modelu neexal ci liggéey
Modèlu neexal yi (PRMs) dañuy joxe poñ ci jéego bu nekk ci xalaatu IA bi, du tontu bu mujj bi kese.
Résumé
This matters because it catches faulty logic mid-stream, making models more reliable at math, coding, and multi-step reasoning.
Plongeur bu xóot
Royuwaayi neexal yi gëna bari ñooy xeetu 'résultat' yi: dañu xool tontu bu jeex ba noppi xool ndax jub na am déet. Lu moy loolu, ab xeetu neexal ci anam yi dafay joxe poñ ci jéego bu nekk ci seen xalaat, di jox poñ ci kalite wala njub ci ligne bu nekk ci ab pexe. Ci misaal bi gëna siiw mooy OpenAI's 2023 'Nanu xool jéego ci jéego' liggéey, fu benn PRM tàggat ci PRM800K dataset (luy tollu ci 800,000 etiketu nit ci niveau supervision ci pexe math) gëna am njariñ ci MATH. Njariñ li mooy tontu bu mujj bi mën na nekk lu jaadu ci wërsëg fekk xalaat bi dafa yàqu, wala mu juum doonte jéego yu bari dañu jub. Bu ñuy neexal jéego yu jub yi ci digg bi, PRM yi dañuy joxe feedback bu gëna dëgër, gëna jëm ci yoon, loolu mooy gëna yombal xool (tann li gëna baax ci xeetu pexe yu bari) ak tàggat jaaraleko ci jàng buy dooleel.
Gis-gis xarala
PRM dafay nuru transformatër buy génne poñ scalar ginaaw jéego bu nekk ci xalaat, lu bari ci benn token delimiter buñ jagleel. Soo bëggee tànnee tontu bu mujj ci chaine yu bari yuñ jël misaal, dangay boole poñ yi ci jéego yi, nga jël probabilite bi gëna ndaw ci jéego yi (chaine bi dafa am doole ci jéego bi gëna néew doole) wala produit bi. Dajale etiketu jéego yi seer na lool, kon pexe yu melni Math-Shepherd etiketu jéego yi ci Monte Carlo rollouts, xayma valeur jéego bi ci ni muy yóbbe 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 xeetu neexal yi
PRMs nekk nañu lu am solo ci jamonoy xalaat-model. Xaarandi etiketu jéego yu gëna otomatik ngir wàññi njëgu annotation nit, PRMs generatif yuy ŋàññi jéego yi ci làkk wiñ nàmp moo gën ñuy joxe poñ yu amul benn njariñ, ak yokk lu weesu math ci kode, jëfandikoo jumtukaayi agent, ak xalaat gëstukat. Dañuy boole itam ci seetlu garab ak xayma waxtu test, fu verifier bi di tegtal ban car lañu wara yaatal. Jafe-jafe bi gëna mag mooy pirate neexal: model yi jàng defar jéego yu baax ci PRM te duñu jub dëgg.
Doxal ci àdduna dëgg
Ranking fukki-fukki misaali pexe ci jafe-jafe competition MATH bu metti ci jéego-poñ, ba noppi delloo chaine bi gëna am poñ.
Seetlu garab gi teg ci xeetu xalaat, yaatal rek pexe yu xaaj yi nga xamni jéego yu digg yi PRM dafay yéeg lool.
Done yiy tàggat ci etiketu otomatik ak génneb Monte Carlo bu nuroo ak Math-Shepherd suko defee ñu mëna tàggat PRM te kenn duko def benn tegtal bu mat sëkk.
Saytu defar kode jéego par jéego, di màndargaal liiñ bi logiku fonction bi wuute ak spec bi.
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
Modèlu projet de decodage speculatif
Laaj yi ñuy faral di laaj
What is Process Reward Models?
Modèlu neexal yi (PRMs) dañuy joxe poñ ci jéego bu nekk ci xalaatu IA bi, du tontu bu mujj bi kese. Loolu dafa am solo ndax dafay jàpp logique bu jaarul yoon ci diggu stream bi, tax model yi gëna wóor ci math, codage ak xalaat yu bari.
Lan mooy njëkka wuutale xeetu neexal ci liggéey ak xeetu neexal ci njariñ?
PRM dafay jox poñ jéego bu nekk ci seen xalaat, waaye modelu resultaa bi dafay àtte resultaa bi mujj kese.
Ban setu done bu siiw ci etiketu math yu nit ñi boole ci gëstu PRM?
PRM800K, génne ak OpenAI's 'Nanu xool jéego ci jéego', defa am luy tollu ci 800,000 etiketu jéego ci saafara math.
Lan moo waral siñaalu neexal biy wane njariñ rek mën na réerloo nit?
Résultat scoring dafay ñàkk ci anam yi tontu bi jub ci wërsëg wala juum doonte liggéey bu baax ci digg bi, bi poñ yi ci niveau jéego jàpp.
Lan la Math-Shepherd di jëfandikoo ngir etikete jéego yi ci saasi?
Math-Shepherd dafay xayma valeur bu benn jéego ci jël ay misaal yu bari ci poñ boobu ba noppi natt ñaata yoon lañuy yegg ci tontu bu dëggu bi.
Ban risk moo gëna am solo sooy tàggat ay xeetu PRM?
Model yi mën nañu jàng jeu verifier bi, defar jéego yu nuru yu wóor yuy am poñ yu baax waaye duñu xalaat yu jaar yoon.