Gahunda-na-Gukemura Byihuse
Gahunda-na-Gukemura (PS) ibwira icyitegererezo cyururimi kubanza gutegura gahunda isobanutse hanyuma ikagikora intambwe ku yindi, ikosora ibitagenze neza ko 'reka dutekereze intambwe ku yindi' itera amababi inyuma.
Incamake
It is a simple prompt tweak that meaningfully boosts multi-step reasoning without any extra training.
Kwibira cyane
Byinjijwe mu mpapuro za ACL 2023 na Lei Wang na bagenzi be, Gahunda-na-Gukemura ikibazo cyari igisubizo cyintege nke zidasanzwe muri zeru-shoti-yibitekerezo: abanyamideli akenshi basimbuka intambwe, kubara nabi, cyangwa gusoma nabi ikibazo. PS isimbuza amabwiriza amwe 'Reka dutekereze intambwe ku yindi' n'amabwiriza agizwe n'ibice bibiri: 'Reka tubanze dusobanukirwe n'ikibazo kandi dutegure gahunda yo kugikemura. Noneho, reka dusohoze gahunda kandi dukemure ikibazo intambwe ku yindi. ' Impinduka zongerewe imbaraga, PS +, yongeraho kwibutsa gukuramo impinduka zijyanye, kubara ibisubizo hagati, no kwitondera imibare. Ku bipimo nka GSM8K na SVAMP, PS + yafunze byinshi mu cyuho hamwe n'amasasu make-yo-gutekereza-mugihe udakeneye ingero zakozwe mukanya.
Ubushishozi
Uburyo bukoreshwa muburyo bwihuse: mubajije gahunda mbere yo kuyishyira mu bikorwa, PS ihindura icyitegererezo cya autoregressive generation kuburyo itangira kubyara subgoals zo murwego rwohejuru, hanyuma igatanga ibimenyetso birambuye byerekana ibitekerezo bikurikira. Uku gutandukana kugabanya 'kubura-intambwe' namakosa yo kubara. PS + ikomeza kuyobora kwitondera mu buryo bweruye amazina y'ibihinduka n'umubare uri hagati, ikora nka scafold yonyine ubwayo aho kwishingikiriza ku ntoki zanditswe n'intoki.
Ingaruka z'Ingamba
Igiciro na bije
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka.
Ibyemezo bisobanutse
Ubuhanga bwa tekinike bufasha amakipe guhitamo umurongo ukwiye, ntabwo ari shyashya gusa.
Kugenzura ubuziranenge
Guhitamo neza bya injeniyeri bigabanya ibintu byizewe mubikorwa.
Kazoza ka Gahunda-no-Gukemura Byihuse
Gahunda-no-gukemura ibitekerezo yatekerejwe muburyo bwa agent hamwe nicyitegererezo 'cyo gutekereza' gitandukanya gahunda nigikorwa. Tegereza igenamigambi risaba guhuza hamwe no gukoresha ibikoresho, kwigenzura, hamwe nuburyo bwo gushakisha ibiti, no guhinduka imyitwarire yimbere imbere mumahugurwa yatojwe-kubitekerezo aho kuba intoki. Isomo rirambye nuko gusenya umurimo mbere yo gukora ninyungu zihenze, zishobora kwimurwa kwizerwa.
Gushyira mu bikorwa Isi
Gukemura ibyiciro byinshi-by-ishuri-imibare yijambo ryibibazo (GSM8K) aho icyitegererezo kibanza gutondekanya ingano, hanyuma ikabara muburyo bukurikirana.
Kuyobora umufasha wa code kugirango agaragaze imikorere nimanza mbere yo kwandika code iyo ari yo yose.
Kubaka umukiriya-wunganira umukozi kugirango abanze amenye intego nyamukuru yumukoresha, hanyuma akurikirane intambwe zo gukemura.
Gucamo ibice bigoye-gusesengura icyifuzo muri 'tegura ibibazo' bikurikirwa na 'kwiruka no guhuza ibisubizo' ibyiciro.
Ingaruka & Kurinda
Gutezimbere igipimo kimwe gishobora guhisha intege nke za sisitemu.
Ibikorwa Remezo no kubungabunga akenshi usanga bidahabwa agaciro.
Icyuho cyumutekano no kwitegereza birashobora kwiyongera uko sisitemu igenda igorana.
Igishushanyo mbonera
Sobanura ubukererwe, ubuziranenge, nigiciro cyibiciro mbere yo kubishyira mubikorwa.
Ibipimo byerekana umutwaro ufatika hamwe namakuru yimiterere.
Gukurikirana ibikoresho kubikosa, drift, ningaruka zabakoresha.
Tegura inzira yo gusubiza ibyabaye mbere yo gupima.
Komeza Ubushakashatsi
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Ubuyobozi bukurikira
Byibuze-Kuri-Byihuta
Ibibazo bikunze kubazwa
What is Plan-and-Solve Prompting?
Gahunda-na-Gukemura (PS) ibwira icyitegererezo cyururimi kubanza gutegura gahunda isobanutse hanyuma ikagikora intambwe ku yindi, ikosora ibitagenze neza ko 'reka dutekereze intambwe ku yindi' itera amababi inyuma. Nibintu byoroshye byihuta byahinduye byongera ibitekerezo byintambwe nyinshi nta mahugurwa yinyongera.
Ni irihe hinduka ryibanze Gahunda-na-Gukemura itera gukora kuri zeru-zisanzwe urunigi-rwibitekerezo?
PS isaba igabanya amabwiriza mugutegura gahunda hanyuma ikayishyira mubikorwa intambwe ku yindi, aho kugirango umurongo umwe 'Reka dutekereze intambwe ku yindi'.
Ni izihe ntege nke zihariye zurunigi-rwibitekerezo zateguwe-na-Gukemura zagenewe gukemura?
Abanditsi bibasiye amakosa yabuze-intambwe hamwe na arithmetic / kubara amakosa ya zeru-shoti urunigi-rwibitekerezo bikunze gukorwa.
Niki cyongeweho PS + cyongeweho kongeramo gahunda yibanze-na-Gukemura?
PS + yongeyeho kwibutsa birambuye gukuramo impinduka zijyanye, kubara ibisubizo bigereranijwe, no kwitondera imibare, bikarishye ubwabyo byabyaye.
Ni ubuhe bwoko bw'igipimo cyateguwe-na-Gukemura byasuzumwe cyane?
PS na PS + byageragejwe kubipimo byerekana imibare nka GSM8K na SVAMP, mubindi bitekerezo byerekana.
Ni ukubera iki kubyara gahunda mbere yintambwe zirambuye bikunda gufasha moderi ya autoregressive?
Kuberako ibisekuruza byigenga, urwego rwohejuru rwerekana ibimenyetso bihinduka imiterere iyobora intambwe-ku-ntambwe yo gutekereza, kugabanya intambwe zisimbutse.