Hlela-futhi-Uxazulule Ukukhuthaza
Isaziso se-Plan-and-Solve (PS) sitshela imodeli yolimi ukuthi iqale yakhe icebo elisobala bese ilenza isinyathelo ngesinyathelo, ilungisa ukwehluleka okusobala ukuthi 'ake sicabange isinyathelo ngesinyathelo' okudala ukushiya ngemuva.
Uhlolojikelele
It is a simple prompt tweak that meaningfully boosts multi-step reasoning without any extra training.
I-Deep Dive
Kwethulwe ephepheni le-ACL lango-2023 ngu-Lei Wang kanye nozakwabo, ukwaziswa kwe-Plan-and-Solve kwakuyimpendulo ebuthakathakeni obuthile kuchungechunge lwe-zero-shot-of-mcabango: amamodeli avame ukweqa izinyathelo, enze iphutha, noma afunde kabi umbuzo. I-PS ithatha indawo yomyalelo owodwa othi 'Ake sicabange isinyathelo ngesinyathelo' ngomyalelo onezingxenye ezimbili: 'Asiqale siqonde inkinga futhi sakhe isu lokuyixazulula. Khona-ke, masiqhube icebo futhi sixazulule inkinga isinyathelo nesinyathelo.' Okuhlukile okuthuthukisiwe, i-PS+, yengeza izikhumbuzi ukuze kukhishwe okuguquguqukayo okufanelekile, ukubala imiphumela emaphakathi, futhi unake izinombolo. Kumabhentshimakhi afana ne-GSM8K ne-SVAMP, i-PS+ ivale igebe eliningi nge-shot-shot-of-cabation ngenkathi ingadingi izibonelo ezisebenzayo ekwazisweni.
I-Technical Insight
Umshini ukushesha kuphela: ngokucela uhlelo ngaphambi kokubulawa, i-PS ishintsha isizukulwane esizenzakalelayo semodeli ukuze iqale ikhiqize ama-subgoals asezingeni eliphezulu, abese ebeka amathokheni anemininingwane alandelayo. Lokhu kuhlukaniswa kunciphisa 'isinyathelo esingekho' namaphutha okubala. I-PS+ iqhubeka iqondisa ukunaka ngokuqamba ngokucacile okuguquguqukayo nenani eliphakathi nendawo, isebenza njengesikafula esizikhiqizela sona kunokuthembela ezibonelweni ezibhalwe ngesandla.
I-Strategic Impact
Izindleko kanye nesabelomali
Izinqumo zezakhiwo ziqhuba ukusebenza kanye nezindleko zokusebenza iminyaka.
Izinqumo ezicacile
Imfundo yobuchwepheshe isiza amaqembu ukuthi akhethe isitaki esifanele, hhayi nje esisha.
Ukulawulwa kwekhwalithi
Izinketho ezingcono zobunjiniyela zinciphisa izehlakalo ezinokwethenjelwa ekukhiqizeni.
Ikusasa Lokugqugquzela Ukuhlela Nokuxazulula
Ukucabanga kokuhlela nokuxazulula manje sekugxiliswe kuzinhlaka ze-ejenti kanye namamodeli 'wokubonisana' ahlukanisa ngokomdabu ukuhlela nokwenza. Lindela imiyalo yokuhlela ukuze uhlangane nokusetshenziswa kwamathuluzi, ukuziqinisekisa, nezindlela zokusesha isihlahla, futhi ube ukuziphatha okuzenzakalelayo kwangaphakathi kumamodeli aqeqeshelwe ukuya-ekucabangeni esikhundleni sokwaziswa okwenziwa ngesandla. Isifundo esihlala njalo ukuthi ukubola umsebenzi ngaphambi kokuwenza kuyinzuzo eshibhile, edlulisekayo yokwethembeka.
Ukuqaliswa Komhlaba Wangempela
Ukuxazulula izinkinga zamagama ezibalo zebanga lezinyathelo eziningi (GSM8K) lapho imodeli iqala iklelisa amanani, bese iwahlanganisa ngokulandelana.
Ukuqondisa umsizi wekhodi ukuze aveze imisebenzi kanye namacala ngaphambi kokubhala noma iyiphi ikhodi yokusetshenziswa.
Ukuhlela umenzeli wosekelo lwekhasimende ukuze aqale ahlonze umgomo oyinhloko womsebenzisi, bese kulandela izinyathelo zokuxazulula.
Ukuhlukanisa isicelo esiyinkimbinkimbi sokuhlaziywa kwedatha sibe 'hlela imibuzo' okulandelwa yizigaba 'zokugijima uphinde uhlanganise imiphumela'.
Izingozi & Guardrails
Ukuthuthukisa ibhentshimakhi eyodwa kungafihla ubuthakathaka obubanzi besistimu.
Izindleko zengqalasizinda nezokulungisa zivame ukubukelwa phansi.
Izikhala zokuphepha nokubonakala zingakhula njengoba izinhlelo ziba nzima kakhulu.
Ukuqalisa Umhlahlandlela
Chaza ukubambezeleka, ikhwalithi, nezindleko ezihlosiwe ngaphambi kokuqaliswa.
Ibhentshimakhi ngaphansi komthwalo wangempela nezimo zedatha.
Ukuqapha amathuluzi amaphutha, ukukhukhuleka, nomthelela wabasebenzisi.
Lungiselela izindlela zokuhlehlisa nezigameko ngaphambi kokukala.
Qhubeka Uhlole
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Umhlahlandlela olandelayo
Okungenani-kuya-Kuningi
Imibuzo evame ukubuzwa
What is Plan-and-Solve Prompting?
Isaziso se-Plan-and-Solve (PS) sitshela imodeli yolimi ukuthi iqale yakhe icebo elisobala bese ilenza isinyathelo ngesinyathelo, ilungisa ukwehluleka okusobala ukuthi 'ake sicabange isinyathelo ngesinyathelo' okudala ukushiya ngemuva. I-tweak elula ekhuthaza ngokunengqondo ukucabanga ngezinyathelo eziningi ngaphandle kokuqeqeshwa okwengeziwe.
Yiluphi ushintsho olubalulekile olwenziwa isixwayiso se-Plan-and-Solve kuchungechunge lwemicabango oluvamile lwe-zero-shot?
Ukwaziswa kwe-PS kuhlukanisa umyalo ekwakheni uhlelo bese lwenza isinyathelo ngesinyathelo, esikhundleni somugqa owodwa othi 'Ake sicabange isinyathelo ngesinyathelo'.
Yibuphi ubuthakathaka obuthile bochungechunge lokucabanga obeluklanyelwe ukubhekana nalo?
Ababhali baqondise amaphutha esinyathelo esingekho kanye namaphutha e-arithmetic/izibalo avame ukukhiqizwa iketango le-zero-shot-of-mcabango.
Ingabe ukwahluka kwe-PS+ okuthuthukisiwe kwengeza ini ekwazisweni okuyisisekelo kwe-Plan-and-Solve?
I-PS+ yengeza izikhumbuzi ezinemininingwane ukuze kukhishwe okuguquguqukayo okufanele, ukubala imiphumela emaphakathi, futhi unake izinombolo, ilola isikafula esizikhiqizela yona.
Iluphi uhlobo lwebhentshimakhi olwahlaziywa ngokugqamayo i-Plan-and-Solue?
I-PS ne-PS+ zihlolwe kumabhentshimakhi wokucabanga wezibalo njenge-GSM8K ne-SVAMP, phakathi kwamanye amasethi edatha okucabanga.
Kungani ukukhiqiza uhlelo ngaphambi kwezinyathelo ezinemininingwane kuvame ukusiza imodeli ye-autoregressive?
Ngenxa yokuthi isizukulwane sisebenza ngokuzenzakalelayo, amathokheni ohlelo lwezinga eliphezulu aba umongo oqondisa ukucabanga kwesinyathelo nesinyathelo esilandelayo, ukwehlisa izinyathelo ezeqiwe.