Li gëna néew-ba-li gëna am solo
Least-to-Most prompting dafay xaaj jafe-jafe bu metti ci ay jafe-jafe yu ndaw yu gëna yomba toppalante, ñu saafara leen ñu toppalante suko defee tontu bu nekk di dundal beneen bi.
Résumé
It matters because it lets models tackle questions far harder than the examples they were shown.
Plongeur bu xóot
Li gëna ndaw ba gëna am solo, bi Zhou ak ay naataango dugal ci Google ci 2022, amna ñaari etap. Bi njëkk mooy ñu laaj model bi mu xaaj laaj bu jafee xam ci limu laaj yu ndaw yu gëna yomb. Ñaareel ba mooy mu tontu laajte yu ndaw yooyu benn-benn, ba noppi mu boole tontu bu nekk ci muy tekki suko defee jéego yi ci topp mëna tabax ci yi njëkk. Loolu wuute na ak chaîne-de-pensée, muy xalaat ci benn yoon kese te amul benn decomposition bu leer. Resultaa bi ci boppu bi mooy généralisasioŋ bu yomb ba dëgër: ci SCAN compositional-generalization benchmark, li gëna néew-ba-gëna-gëna laaj mooy saafara lu bari ci komand yu gudd yi doonte misaali laaj yi dañu gàtt, fu chaîne-of-thought standard bi daa lajj.
Gis-gis xarala
Nguur gi mingi aju ci tàqale waajal ak def. Decomposition dafay defar chaîne buñ raññe ci dependence, suko defee jafe-jafe N nekk ci jafe-jafe yu ndaw yuñ jota saafara. Tontu bu nekk buñu saafara dañu koy boole ci prompt biy dawal, loolu mooy jox model bi resultaa yi mu soxla, moo gën ñu koy sàkku mu tëye lépp ci benn tëb. Loolu dafay wàññi xalaat bi jéego bu nekk wara def, moo tax model yi dañuy yamale ay dugal yu gëna gudd te gëna tar benn wane.
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 gëna néew-ba-gëna yëngu
Xalaat yi gëna néew ba gëna bari leegi ñooy gëna dooleel architecture agent ak planner yu bari yuy xaaj mébet yi ci subtasks yuñ komànde balaa ñuy jëfandikoo. Xaarandil ay hybrid ak jëfandikoo jumtukaay, fu laaj bu ndaw bu nekk mëna def kalkulatër, seetlu, wala woote kode, ak méngoo boppam ngir am tontu yu ndaw yu gëna am doole. Gëstu yi dañuy jàngat itam decomposition automatique biy méngale xóotaayu jafe-jafe bi ak jafe-jafe bi, ba noppi boole ko ak xool bu baax suko defee tontu bu teel bu juum du yàq ci lu noppi chaine downstream bi yépp.
Doxal ci àdduna dëgg
Sooy saafara jafe-jafe baat bu bari jéego, danga wara njëkka lim limu wara xayma, ba noppi nga xayma leen ci rang
Liggéeyu làkku composition lu melni tekki tegtal yu gudd ci jëf yu toppalante ci misaal yu gàtt
Tontu ab laaj bu jaffe ci gëstu, nga xaaj ko ay pàcc-laaj yu tontu yi boole nekk tontu bu mujj
Bind ab prograam ci xaaj ko ay fonction ndimbal ñu saafara benn-benn, bu nekk jëfandikoowaat ko ci jéego yu ci topp
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
Waajal-ak-Fàttali
Laaj yi ñuy faral di laaj
What is Least-to-Most Prompting?
Least-to-Most prompting dafay xaaj jafe-jafe bu metti ci ay jafe-jafe yu ndaw yu gëna yomba toppalante, ñu saafara leen ñu toppalante suko defee tontu bu nekk di dundal beneen bi. Dafa am solo ndax dafay tax model yi mëna tontu laaj yu gëna tar ci misaal yiñ leen wan.
Lan mooy ñaari wàll yi gëna am solo ci ñaaxtu bu gëna ndaw ba gëna am solo?
Dafay njëkka xaaj jafe-jafe bi ay laaj yu ndaw yu yomb, ba noppi mu saafara bu nekk ci toppalante.
Lan moo wuutale Least-to-Most ak li ñuy woowe chaîne de pensée?
Sababi xalaat yu bari ci benn yoon; least-to-most dafay leer ba noppi boole tontu yu ndaw yi.
Ban kàttan la Least-to-Most wane ci benchmark SCAN bi?
Dafa saafara komànd composition yu gudd doonte misaal yu gàtt rek lay gis, di wane generalisation bu yomb ba jafe.
Lan moo waral ñu toppalante laaj yu ndaw yi am solo?
Subproblem yi dañu leen raññe ci anam wu nekk ci ñoom ñu ngi aju ci li ñu njëkka saafara, suko defee ñu mëna tontu ci anam wu jaar yoon.
naka lañuy jëfandikoo tontu yu digg yi ci wàllu saafara?
Bépp tontu bu ndaw buñu def dañu koy yokk ci laaj biy daw suko defee jéego yi ci topp am li ñu soxla.