Ịtụgharị uche nke Chain-of-Tought
Ntụgharị uche n'echiche bụ mgbe ihe nlere na-arụ ọrụ site na nsogbu site na nzọụkwụ site n'usoro ederede tupu enye azịza ikpeazụ ya.
Nchịkọta
This simple change dramatically improves accuracy on math, logic, and multi-step questions.
Ime miri emi
Kama ịwụli elu ozugbo na azịza, usoro nke echiche (CoT) na-edepụta usoro nke etiti, dị ka igosi ọrụ gị na klas mgbakọ na mwepụ. Akwụkwọ 2022 Google nke Jason Wei na ndị ọrụ ibe gosiri na ịkpali nnukwu ụdị nwere ihe atụ arụrụ ọrụ nke ntụzịaka site n'ụkwụ site n'ụkwụ na-akwalite arụmọrụ n'ọrụ siri ike. N'oge na-adịghị anya ka nke ahụ gasịrị, Kojima na ndị ọrụ ibe chọpụtara na ịgbakwụnye 'Ka anyị chee nzọụkwụ site nzọụkwụ' na-akpalite echiche na-enweghị ihe atụ ma ọlị - nke a na-akpọ zero-shot CoT. N'ụzọ dị mkpa, uru a bụ ikike dị ngwa: ọ na-apụtakarị na nnukwu ụdị na ọ naghị enyere ndị obere aka. Nnụcha a na-akpọ nkwekọ onwe onye na-atụpụta ọtụtụ ụzọ echiche wee were azịza a na-ahụkarị, na-eme ka ntụkwasị obi dịkwuo mma.
Nghọta nka nka
Ide usoro n'etiti na-enye ihe nlereanya karịa 'ohere' - nzọụkwụ ọ bụla emepụtara na-aghọ akụkụ nke ntinye na ọnọdụ nke na-esote, na-ahapụ ya ka ọ gbajie nsogbu siri ike ka ọ bụrụ nzọụkwụ dị mfe karịa ịkọ nkọ n'otu oge. Ụdị ntụgharị uche nke afọ 2025 dị ka OpenAI's o-series na DeepSeek-R1 na-ewuli nke a ozugbo: kama ịdabere na ngwa ngwa, a zụrụ ha na mmụta nkwado iji mepụta ogologo echiche dị n'ime, nyocha, ịlele, na mezie tupu ịza. R1 gosipụtara nke ọma na echiche nwere ike isi na RL dị ọcha pụta.
Mmetụta atụmatụ
Ọsọ na ọnụ ọgụgụ
Usoro ọrụ asụsụ nwere ike ịga ngwa ngwa n'achụghị nkwụsi ike.
Nweta na iru
Ọ na-agbasawanye ohere n'ofe asụsụ na ụdị nzikọrịta ozi.
Mkpebi doro anya
Ndị otu nwere ike itinyekwu oge na ikpe ebe akpaaka na-ejikwa nkwughachi.
Ọdịnihu nke Ntụle Chain-of-Thought Reasoning
Agbụ nke echiche esiwo n'aghụghọ na-akpali akpali banye n'usoro ọzụzụ. Na-atụ anya 'ụdị ntụgharị uche' ndị na-emefu mkpirisi n'ịtụle - nke a na-akpọ compute test-time - ọsọ ịzụ ahịa maka izi ezi na nsogbu siri ike, yana ọkwa mbọ a na-agbanwe agbanwe. Ajụjụ mepere emepe na-agụnye ma yinye ederede na-egosipụta n'eziokwu na usoro ihe nlereanya ahụ, otu esi echekwa ogologo echiche site na ịmepụta mmejọ, yana otu esi edozi ọnụ ahịa. Ịdị mma ịtụgharị uche, ọ bụghị naanị ihe ọmụma sitere n'okike, na-aghọ axis bụ isi nke ụdị n'elu na-asọ mpi.
Mmejuputa n'ezie n'ụwa
Ịdozi nsogbu okwu mgbakọ na mwepụ ọtụtụ nzọụkwụ site na ịtọpụta usoro mgbakọ na mwepụ ọ bụla tupu ọnụọgụ ikpeazụ.
Koodu nbipu site n'ịtụgharị uche n'ihe ahịrị ọ bụla na-eme yana ebe mgbagha mgbawa.
Ịza mgbagwoju anya mgbagha ma ọ bụ ime atụmatụ nke chọrọ nsochi ọtụtụ ihe mgbochi n'otu oge.
Iji njide onwe onye were nlele ọtụtụ ụzọ ngwọta wee họrọ azịza a na-ahụkarị maka ajụjụ dị aghụghọ.
Ihe ize ndụ & okporo ụzọ nche
Eziokwu ndị e chepụtara echepụta nwere ike jiri nwayọ tinye akụkọ, nkwado nkwado, ma ọ bụ nsonaazụ nyocha.
Mmetụta ngwa ngwa nwere ike ịmepụta nsonaazụ na-ekwekọghị ekwekọ n'ofe arịrịọ ndị yiri ya.
Enwere ike ikpughe data ederede nwere mmetụta ma ọ bụrụ na njikwa ohere adịghị ike.
Map mmejuputa
Kọwaa usoro mmepụta, ụda, na ụkpụrụ ịdịmma tupu ibugharị.
Weghachite nzaghachi site na isi mmalite ntụkwasị obi mgbe ọ bụla izi ezi dị mkpa.
Debe ebe nleba anya mmadụ maka mpụta dị elu.
Sochie ụkpụrụ ọdịda ma na-azụghachi mkpali ma ọ bụ usoro ọrụ mgbe niile.
Nọgide na-eme nchọpụta
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 Chain-of-Thought Reasoning 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
Ntuziaka na-esote
Ntụle echiche nke osisi
Ajụjụ a na-ajụkarị
What is Chain-of-Thought Reasoning?
Ntụgharị uche n'echiche bụ mgbe ihe nlere na-arụ ọrụ site na nsogbu site na nzọụkwụ site n'usoro ederede tupu enye azịza ikpeazụ ya. Mgbanwe a dị mfe na-emezi nke ọma na mgbakọ na mwepụ, mgbagha na ajụjụ ọtụtụ nzọụkwụ.
Kedu ihe ntụgharị uche pụtara?
Chain-nke-echiche na-akpali ihe nlereanya iji gosipụta ọrụ ya site na nzọụkwụ, nke na-eme ka ọ dịkwuo mma na nsogbu ọtụtụ nzọụkwụ.
Kedu nkebi ahịrịokwu dị mfe egosiri na-akpalite ntụzịaka nzọụkwụ site na nzọụkwụ na-enweghị atụ ( efu-shot CoT)?
Kojima et al. (2022) chọpụtara na itinye 'Ka anyị na-eche nzọụkwụ site nzọụkwụ' kpaliri echiche ọbụna na-enweghị ọrụ atụ.
Kedu ihe usoro nkwekọ onwe onye na-eme?
Nkwenye onwe onye na-ebute ọtụtụ agbụ nke echiche kwụụrụ onwe ya wee were ọnụ ọgụgụ ka ukwuu na azịza ya, na-eme ka ntụkwasị obi dịkwuo elu.
Kedu ka ụdị echiche nke oge 2025 dị ka usoro o-usoro OpenAI na DeepSeek-R1 si dị iche na mkpali CoT nkịtị?
Ụdị echiche ndị a na-eme ka echiche nzọụkwụ site na nzọụkwụ n'ime ihe nlereanya site na ọzụzụ (ọkachasị RL), n'ihi ya, ha na-eche echiche na-enweghị mkpa ngwa ngwa pụrụ iche oge ọ bụla.
Kedu ihe kpatara ịde usoro nke etiti ji emelite azịza nke ihe nlereanya?
Nzọụkwụ nke ọ bụla edere na-aghọ ọnọdụ maka nke na-esote, na-enye ụlọ ihe nlereanya iji mebie nsogbu kama ịkọ nkọ n'otu oge - n'agbanyeghị na ọ naghị ekwe nkwa izi ezi.