Dañu gëna baax ci N Sampling ak Ranking
Best-of-N sampling dafay defar ay tontu yu bari ci benn model ba noppi tànn bi gëna baax ci jëfandikoo jéego bu wuute ngir joxe poñ.
Résumé
It is one of the simplest, most reliable ways to trade extra compute at inference time for higher answer quality.
Plongeur bu xóot
Benn modelu làkk bu am sampling dafay defar ay output yu wuute saa yu nga koy doxalee. Best-of-N dafay jëfandikoo lii: dangay desine N tontub kàndidaa, ba noppi nga rangoowaat leen ba noppi dello ki gëna kawe. Reranker mën na nekk xeetu neexal buñ jàng (bu bari ci jàngat buy dooleel ci feedback nit), verifier buy saytu njub, wala heuristic bu yomb bu melni déggoob tontu jaaraleko ci wote bu ëpp. Ndax model bi soxla benn jéem bu baax ci yu bari, kalite bi dafay faral di yokk bu baax lu N di màgg, rawatina ci xalaat ak liggéey kode fu yoon wu jub am waaye du saa yu nekk muy misaal bi njëkk. Njëgg ligneer la ci N, te dafay mujjee plateau wala sax dellu ginaaw sudee scorer bi deful, anam wu ñuy woowe neexal hacking wala neexal over-optimization.
Gis-gis xarala
Kalite best-of-N mingi aju ci ki dugal poñ yi. Ak verifier bu jaar yoon, njubte gi jege na chance bi benn ci N misaal yi jub, loolu dafay gaawa yokk ak N. Ak xeetu neexal bu bari bruit, tanneef bi mën nañu ko nax: puus N bu kawe lool dafay yokk génne yi am poñ yu bari waaye dañu juum, ndax yaa ngi gëna xéewale spond scorer '. Lii moo tax xeetu neexal yu dëgër te kalibre dañu am solo ngir pexem bi wéy di am njariñ.
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.
Ëlëg bu gëna baax ci N Sampling ak Ranking
Best-of-N mingi nekk luy gëna am solo ci wàllu inference-time scaling, ci wetu seen xalaat ak seetlu garab. Xaarandil anam yu gëna am xel: wote yu gëna bari yuñ pondéree, xeetu neexal yi ñuy joxe poñ ci jéego bu nekk ci xalaat, ak N buy méngoo buy taxawal sampling bi su wóolu sa bopp yéegee. Lu verifier yi di gëna xarañ, rawatina ci kode ak math fuñu mëna saytu njubte gi, reranking misaal yu bari dina nekk anam wu ñuy jaar ngir soppi ordinatër yu reserve yi ci wóor te duñu tàggataat modelu base bi.
Doxal ci àdduna dëgg
Sampling 64 solution ci benn problème math ak tann tontu bi échantillon yu bari déggoo ci (consistance sa bopp / wote lu ëpp).
Defar kode yu bari yu matt ak tëye benn bi jàll ci test yu gëna bari ni verifier otomatik.
Desine ay tontu yu bari ci benn pipeline RLHF ak tann tontu bi gëna am poñ ci modelu neexal ngir jox jëfandikukat yi.
Defar ay projet de résumé yu bari ba noppi nga boole leen ci model bu baax ngir am model bu gëna dëggu te gàtt.
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
Tàngoor ak jël misaal
Laaj yi ñuy faral di laaj
What is Best-of-N Sampling and Reranking?
Best-of-N sampling dafay defar ay tontu yu bari ci benn model ba noppi tànn bi gëna baax ci jëfandikoo jéego bu wuute ngir joxe poñ. Benn la ci anam yi gëna yomba, gëna wóor ngir jënd ak jaay yeneen xayma ci waxtu inference ngir am tontu bu gëna baax.
Lan mooy xalaat bu mag bi ci sampling bi gëna baax ci N?
Best-of-N dafay génne tontu yu bari ci kàndidaa yi ba noppi mu delloo leen rang, mu delloo ki gëna am poñ.
Ci ban xeetu liggéey la best-of-N di gëna jàppale?
Su amee tontu bu jaar yoon buñu mëna saytu, te yenn saa yi rek la model bi di gis, su amee xeetu tontu bu gëna bari, dafay yokk saas bi benn ci ñoom dëgg.
Lan mooy wane ndax best-of-N mooy gëna baaxal resultaa yi?
Tanneef bi baaxna rek ci reranker bi; scorer bu néew doole wala bu tëddee mën na tànnee tontu yu jaarul yoon.
Ban anam ñàkka mëna feeñ suñu puusee N fu kawe lool ak xeetu neexal bu jaarul yoon?
Optimiser bu baax ci kaw scorer bu def ay njuumte dafay yokk ay output yuy jëfandikoo ay blind spot, suko defee njub mën na plateau wala wàcci.
Ban pexem ranging bu yomb lañuy woowe dëppoo sa bopp?
Self-consistency dafay jël misaalu chaine yu bari ci xalaat, ba noppi tànn tontu bu mujj bi chaine yu bari déggoo ci.