Atụmatụ-na-edozi nkwado
Atụmatụ na-edozi (PS) mkpali na-agwa ụdị asụsụ ka ọ buru ụzọ chepụta atụmatụ doro anya wee mee ya nzọụkwụ site na nzọụkwụ, na-edozi ọdịda ndị doro anya 'ka anyị chee echiche nzọụkwụ site nzọụkwụ' na-akpali ahapụ azụ.
Nchịkọta
It is a simple prompt tweak that meaningfully boosts multi-step reasoning without any extra training.
Ime miri emi
Ewebatara n'akwụkwọ 2023 ACL nke Lei Wang na ndị ọrụ ibe ya, Atụmatụ-na-edozi mkpali bụ nzaghachi nye adịghị ike dị iche iche n'iche echiche efu: ụdị na-agbakarị nzọụkwụ, na-aghọtahie, ma ọ bụ na-agụhie ajụjụ ahụ. PS dochie otu ntuziaka 'Ka anyị chee nzọụkwụ site nzọụkwụ' na ntụziaka akụkụ abụọ: 'Ka anyị buru ụzọ ghọta nsogbu ahụ wee chepụta atụmatụ iji dozie ya. Mgbe ahụ, ka anyị mee atụmatụ ma dozie nsogbu ahụ site na nzọụkwụ.' Ọdịiche emelitere, PS+, na-agbakwunye ncheta iji wepụta mgbanwe dị mkpa, gbakọọ rịzọlt etiti, na ntị na ọnụọgụgụ. Na benchmarks dị ka GSM8K na SVAMP, PS + mechiri ọtụtụ oghere ahụ site n'iche echiche ole na ole mgbe ọ na-achọghị ihe atụ arụ ọrụ na ngwa ngwa.
Nghọta nka nka
Usoro a bụ naanị na ngwa ngwa: site na ịrịọ maka atụmatụ tupu e gbuo ya, PS na-atụgharị ọgbọ nke autoregressive nke ihe nlereanya ka ọ na-ebu ụzọ mepụta ihe mgbaru ọsọ dị elu, nke na-emeziwanye nkọwa nkọwa zuru ezu na-esote. Nkewa a na-ebelata 'nzọụkwụ efu' yana mperi mgbako. PS+ na-edugharị anya site n'ịkpọ aha mgbanwe na ọnụọgụ dị n'etiti, na-eme dị ka ihe nhụta nke onwe ya kama ịdabere na ndị nlere anya ejiri aka dee.
Mmetụta atụmatụ
Ọnụ ego na mmefu ego
Mkpebi ihe owuwu ụlọ na-akwalite arụmọrụ yana ọnụ ahịa ọrụ ruo ọtụtụ afọ.
Mkpebi doro anya
Nkà mmụta nka na-enyere ndị otu egwuregwu aka ịhọrọ nchịkọta ziri ezi, ọ bụghị naanị nke kachasị ọhụrụ.
Quality akara
Nhọrọ injinia ka mma na-ebelata ihe omume ntụkwasị obi na mmepụta.
Ọdịnihu nke atụmatụ-na-edozi nkwado
A na-ewepụta echiche atụmatụ na-edozi ugbu a ka ọ bụrụ usoro ndị nnọchite anya yana ụdị 'ịtụgharị uche' nke na-ekewapụ atụmatụ na mmezu. Na-atụ anya atụmatụ na-akpalite ijikọ na iji ngwá ọrụ, nkwenye onwe onye, na ụzọ ịchọ osisi, na ịghọ àgwà ndabara n'ime n'ụdị a zụrụ azụ ka-eme ka ihe kpatara ya karịa ngwa ngwa. Ihe mmụta na-adịgide adịgide bụ na ire ere tupu emee ihe bụ uru ntụkwasị obi dị ọnụ ala, nke enwere ike ibufe ya.
Mmejuputa n'ezie n'ụwa
Ịdozi nsogbu okwu mgbakọ na mwepụ ọtụtụ ọkwa ọkwa ụlọ akwụkwọ (GSM8K) ebe ihe nlereanya mbụ depụtara ọnụọgụgụ, wee gbakọọ ha n'usoro.
Na-eduzi onye inyeaka koodu iji depụta ọrụ yana ikpe ihu tupu ịde koodu mmejuputa iwu ọ bụla.
Ịhazi onye na-akwado ndị ahịa ka ha buru ụzọ chọpụta ebumnuche onye ọrụ, wee hazie usoro mkpebi ahụ.
Na-agbaji arịrịọ nyocha data dị mgbagwoju anya n'ime 'atụmatụ ajụjụ' nke usoro 'gbaa ma jikọta nsonaazụ' na-esote.
Ihe ize ndụ & okporo ụzọ nche
Ịkwalite otu akara ngosi nwere ike zoo adịghị ike sistemụ sara mbara.
A na-eledakarị ihe akụrụngwa na ụgwọ ọrụ anya.
Ọdịiche nchekwa na nleba anya nwere ike itolite ka sistemu na-adịwanye mgbagwoju anya.
Map mmejuputa
Kọwaa latency, ịdịmma na ebumnuche ọnụ ahịa tupu mmejuputa ya.
Benchmark n'okpuru ibu dị adị na ọnọdụ data.
Nleba anya akụrụngwa maka mperi, ịkpafu na mmetụta onye ọrụ.
Kwadebe ụzọ nzaghachi azụghachi azụ na ihe omume tupu ịchachaa.
Nọgide na-eme nchọpụta
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Ntuziaka na-esote
Nke kacha nta na-akpali akpali
Ajụjụ a na-ajụkarị
What is Plan-and-Solve Prompting?
Atụmatụ na-edozi (PS) mkpali na-agwa ụdị asụsụ ka ọ buru ụzọ chepụta atụmatụ doro anya wee mee ya nzọụkwụ site na nzọụkwụ, na-edozi ọdịda ndị doro anya 'ka anyị chee echiche nzọụkwụ site nzọụkwụ' na-akpali ahapụ azụ. Ọ bụ tweak ngwa ngwa dị mfe nke na-akwalite echiche ọtụtụ nzọụkwụ na-enweghị ọzụzụ ọ bụla.
Kedu isi mgbanwe na-akpali Plan-na-Solve na-eme ka ọ bụrụ usoro echiche efu efu?
Nkpalita PS na-ekewa nkuzi ahụ n'ichepụta atụmatụ wee mee ya nke ọma site na nzọụkwụ, kama otu ahịrị 'Ka anyị chee nzọụkwụ site nzọụkwụ'.
Kedu adịghị ike dị iche iche nke agbụ-echiche doro anya e mere atụmatụ-na-edozi iji lebara anya?
Ndị ode akwụkwọ lekwasịrị anya mperi nzọụkwụ efu na mmejọ mgbakọ na mwepụ/mgbakọ nke usoro echiche efu na-emepụta ugboro ugboro.
Kedu ihe ụdị PS+ emelitere na-agbakwunye na atụmatụ atụmatụ-na-edozi ngwa ngwa?
PS+ na-agbakwụnye ihe ncheta zuru ezu iji wepụta mgbanwe ndị dị mkpa, gbakọọ nsonaazụ etiti, ma ṅaa ntị na ọnụọgụgụ, na-amụba scamfold nke onwe ya.
Kedu ụdị nrịbama ka Atụle na-edozi nke ọma?
A nwalere PS na PS+ na akara mgbanaka mgbakọ na mwepụ dịka GSM8K na SVAMP, n'etiti datasets echiche ndị ọzọ.
Kedu ihe kpatara ịmepụta atụmatụ tupu usoro nkọwa zuru ezu na-enye aka na-enyere ihe nlere anya aka?
N'ihi na ọgbọ bụ autoregressive, ihe nrịbama atụmatụ dị elu na-aghọ ọnọdụ nke na-eduzi echiche nzọụkwụ site na nzọụkwụ na-esote, na-ebelata nzọụkwụ ndị awụpụ.