Waajal-ak-Fàttali
Plan-and-Solve (PS) dafay wax modelu làkk bi mu njëkka defar ab pexe bu leer ba noppi def ko jéego ak jéego, defar jafe-jafe yi 'nanu xalaat jéego ak jéego' di bàyyi ci ginaaw.
Résumé
It is a simple prompt tweak that meaningfully boosts multi-step reasoning without any extra training.
Plongeur bu xóot
Ñu ngi ko dugal ci benn téere ACL ci 2023, te Lei Wang ak ay naataangoom ñoo ko dugal, Plan-and-Solve prompting mooy tontu ci benn ñakk kattan ci zero-shot chain-of-thought: model yi dañuy faral di sànni jéego yi, juum ci xayma, wala juum ci lire laaj bi. PS dafa wecci benn tegtal bii di 'Nanu xalaat jéego par jéego' ak tegtal bu am ñaari pàcc: 'Nanu njëkka xam jafe-jafe bi ba noppi nu defar pexe ngir saafara ko. Suma noppee, nanu def pexe bi, nu saafara jafe-jafe bi jéego ak jéego.' Benn anam buñ gëna suqali, PS+, dafay yokk ay fàttalikaay ngir dindi ay variable yu am solo, xayma njariñu digg yi, ak bàyyi xel ci nimero yi. Ci benchmark yu melni GSM8K ak SVAMP, PS + dafa tëj lu bari ci bërëb bi ak ay xalaat yu néew, te soxlawul misaal yuñ liggéey ci laaj bi.
Gis-gis xarala
Dafay nuru lu seer ci prompt bi: soo laajee ab pexe balaa muy jëfandikoo, PS dafay soppi generation autoregressive model bi suko defee mu njëkka defar ay subgoals yu kawe, yuy conditioner ay token yu leer ci xalaat yi ci topp. Tàqale bi dafay wàññi 'jéego yu ñàkk' ak njuumti xayma. PS+ dafay gëna xëcc xel ci joxe ay tur yu leer ci ay variable ak ay limu diggante, di def ni scaffold bu defar boppam moo gën ñuy yéem ci misaal yuñ bind ak loxo.
njeextalu pexe
Njëgg ak budget
Dogal yi architecture di jël dañuy indi njariñ ak njëgu liggéey bi ay at ci ginaaw.
dogal yu gëna leer
Njàngalem xarala yi dafay jàppale ekip yi ñu tànn li gën, te baña yam ci li gëna bees daal.
Xool kalite
Tanneef yu gëna baax ci wàllu ingeñër dina wàññi jafe-jafe yi ci wàllu wóor ci liggéey bi.
Ëlëgu waajal ak saafara
Xalaatal waajal ak saafara leegi dafa duggu ci kaadar agent yi ak xeetu 'xalaat' yiy tàqale waajal ak def. Xaarandi waajal ay laaj ngir boole ak jëfandikoo jumtukaay, xool sa bopp, ak garab-seet pexe, ak nekk ab jeffin default ci biir ci xeetu tàggat-ci-sabab ludul ab laaj ak loxo. Njàngale mu am solo mi mooy, dakkal benn liggéey balaa ngay jëfandikoo, lu yomb la, te mën nañu ko toxal.
Doxal ci àdduna dëgg
Faj ay jafe-jafe baat math ci daara yu bari (GSM8K) fu model bi di njëkka lim limu daal di leen xayma ci seeni rang.
Yorandi assistant codage ngir mu mëna tëral ay fonction ak ay cas edge balaa muy bind benn kodu samp gi.
Defar ab ndawu liggey buy jàppale kiliyaan yi ngir mu njëkka ràññee mébetu jëfandikukat bi, ba noppi toppalante jéego yi ci saafara jafe-jafe yi.
Xaajale ab laajte bu jaffe ci jàngat ay done ci 'waajal laajte yi' topp ci 'dox ak boole njariñ yi'.
Risk yi ak balustrade yi
Optimize benn benchmark mën na nëbb ñakk kattan yu gëna yaatu ci sistem bi.
Njëg li ñuy fay ci infrastructure yi ak ci toppatoo dañuy faral di suufeel.
Bu sistem yi di gëna xawa jafee xam, jafe-jafe yi am ci wàllu kaaraange ak seetlu mën nañu gëna bari.
Roadmap ngir samp gi
Mandargal latency, kalite, ak njëg yi laata ngay jëfandikoo.
Benchmark ci biir sargal ak done yu dëggu.
Jumtukaay bi di saytu njuumte yi, derive bi ak njeextalu jëfandikukat bi.
Waajal rollback ak yooni tontu ci jafe-jafe yi laata ngay eskale.
Weyal di banneexu
Free newsletter
Get the daily AI briefing
Three verified AI stories every weekday morning, written in plain English. Free forever, no ads.
One email each weekday. Unsubscribe in one click. We never sell or share your address.
Test yourself
Take the Plan-and-Solve Prompting quiz
Instant feedback on every answer, and a shareable certificate with a verifiable ID once you pass a course.
Support free AI education. AI Understanding is a 501(c)(3) nonprofit — no ads, no paywall, ever. Make a donation
Gis bi ci topp
Li gëna néew-ba-li gëna am solo
Laaj yi ñuy faral di laaj
What is Plan-and-Solve Prompting?
Plan-and-Solve (PS) dafay wax modelu làkk bi mu njëkka defar ab pexe bu leer ba noppi def ko jéego ak jéego, defar jafe-jafe yi 'nanu xalaat jéego ak jéego' di bàyyi ci ginaaw. Ab coppite bu yomb la buy yokk xalaat ci jéego yu bari te doo def benn tàggat bu gëna bari.
Ban coppite bu am solo la Plan-and-Solve di def ci xalaat bu amul benn yoon?
PS prompting dafay xaaj tegtal yi ci defar ab pexe ba noppi def ko jéego ci jéego, ci barabu benn liiñ 'Nanu xalaat jéego ak jéego'.
Ban ñakk kattan ci xalaat bu leer bi Plan-and-Solve defar ngir saafara?
Auteur yi dañu xoole njuumti yi ci jéego yu ñàkk yi ak njuumti yi ci arithmétik/kalkulaasioŋ yi zero-shot chain-of-thought di faral di jur.
Lan la PS+ biñ gëna defar yokk ci laaj bi tuddu Plan-and-Solve?
PS+ dafay yokk ay fàttalikaay yu leer ngir dindi ay variable yu am solo, xayma njariñu digg yi, ak bàyyi xel ci nimero yi, gëna ñaw scaffold bi defar boppam.
Ci ban xeetu référence lañu gëna jàngat Plan-and-Solve?
PS ak PS+ dañu leen natt ci kaw màndarga math yu melni GSM8K ak SVAMP, ci yeneen done yu am xalaat.
Lan moo waral defar ab pexe balaa jéego yu leer yi dafay jàppale ab xeetu autoregressive?
Ndax generation bi autoregressive la, jeton plan yu kawe yi dañuy nekk contexte biy tegtal xalaat yi ci topp, wàññi jéego yiñ sànni.