Urunigi-rw'ibitekerezo
Urunigi-rwibitekerezo ni igihe icyitegererezo gikora mubibazo intambwe ku yindi mbere yo gutanga igisubizo cyanyuma.
Incamake
This simple change dramatically improves accuracy on math, logic, and multi-step questions.
Kwibira cyane
Aho gusimbuka neza kubisubizo, urunigi-rwibitekerezo (CoT) rwandika intambwe ndende, cyane nko kwerekana akazi kawe mubyiciro byimibare. Urupapuro rwa 2022 Google rwanditswe na Jason Wei na bagenzi be rwerekanye ko gutera imideli minini hamwe ningero zakozwe zerekana intambwe ku yindi ibitekerezo byazamuye cyane imikorere ku mirimo itoroshye. Bidatinze, Kojima na bagenzi be basanze kongeraho 'Reka dutekereze intambwe ku yindi' bitera gutekereza nta ngero namba - bita zero-shoti CoT. Byibanze, iyi nyungu nubushobozi bugaragara: igaragara cyane muburyo bunini kandi ifasha bike. Kunonosorwa kwitwa kwizerwa ntangarugero inzira nyinshi zo gutekereza kandi ifata igisubizo gikunze kugaragara, kunoza kwizerwa kurushaho.
Ubushishozi
Kwandika intambwe ndende biha icyitegererezo kubara 'umwanya' - buri ntambwe yakozwe iba igice cyinjiza gisaba igikurikira, kureka ikavunika ikibazo gikomeye muburyo bworoshye aho gukekeranya kurasa rimwe. Umuhengeri wa 2025 wibitekerezo nka __AIU_PROTECTED_10 __ 'o-serie na DeepSeek-R1 byubaka muburyo butaziguye: aho gushingira kubyihutirwa, bahuguwe hamwe no kwiga gushimangira kubyara iminyururu ndende yibitekerezo, gushakisha, kugenzura, no gukosora mbere yo gusubiza. R1 yerekanaga cyane ibitekerezo bishobora kuva kuri RL itanduye.
Ingaruka z'Ingamba
Umuvuduko n'igipimo
Ururimi rwakazi rushobora kugenda byihuse nta gutamba guhuzagurika.
Kugera no kugera
Yagura uburyo bwindimi nuburyo bwo gutumanaho.
Ibyemezo bisobanutse
Amakipe arashobora kumara umwanya munini murubanza mugihe automatike ikora gusubiramo.
Kazoza k'Urunigi-rw'ibitekerezo Gutekereza
Urunigi-rw'ibitekerezo rwahindutse ruva mu mayeri yihuta muri paradizo y'amahugurwa. Tegereza byinshi 'moderi yo gutekereza' ikoresha compte yinyongera mugusuzuma - ibyo bita ikizamini-igihe cyo kubara - umuvuduko wubucuruzi kugirango ube wukuri kubibazo bikomeye, hamwe nurwego rushobora guhinduka. Ibibazo bifunguye birimo niba urunigi rwanditse rugaragaza ubudahemuka inzira nyayo yerekana, uburyo bwo gukomeza gutekereza kure guhimba amakosa, nuburyo bwo kuringaniza ibiciro. Kuzirikana ubuziranenge, ntabwo ari ubumenyi buke gusa, bihinduka umurongo nyamukuru icyitegererezo cyo hejuru kirushanwa.
Gushyira mu bikorwa Isi
Gukemura intambwe-mibare yimibare yamagambo mugushiraho buri ntambwe yimibare mbere yumubare wanyuma.
Gukemura kode utekereza kubyo buri murongo ukora n'aho logique icika.
Gusubiza ibisubizo byumvikana cyangwa imirimo yo gutegura bisaba gukurikirana inzitizi nyinshi icyarimwe.
Gukoresha kwihagararaho kugirango utange inzira nyinshi zo gukemura hanyuma uhitemo igisubizo gikunze kubibazo byoroshye.
Ingaruka & Kurinda
Ibintu bifatika bishobora kwinjiza bucece raporo, gushyigikira imigendekere, cyangwa ibisubizo byubushakashatsi.
Kwihuta byihuse birashobora gukora ibisubizo bidahuye mubisabwa bisa.
Ibyanditswe byumvikana birashobora kugaragara niba kugenzura kugenzura ari ntege.
Igishushanyo mbonera
Sobanura imiterere isohoka, amajwi, hamwe nubuziranenge mbere yo gutangira.
Ibisubizo byibanze hamwe nisoko yizewe igihe cyose ukuri kwingirakamaro.
Komeza kugenzura abantu kugenzura ibisubizo byinshi.
Kurikirana uburyo bwo kunanirwa no kongera imyitozo cyangwa akazi gahoraho.
Komeza Ubushakashatsi
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Ubuyobozi bukurikira
Igiti-cy'ibitekerezo Gutekereza
Ibibazo bikunze kubazwa
What is Chain-of-Thought Reasoning?
Urunigi-rwibitekerezo ni igihe icyitegererezo gikora mubibazo intambwe ku yindi mbere yo gutanga igisubizo cyanyuma. Ihinduka ryoroshye ritezimbere kuburyo bugaragara imibare, logique, nibibazo byintambwe nyinshi.
Urunigi-rw'ibitekerezo rusobanura iki?
Urunigi-rwibitekerezo rusaba icyitegererezo kwerekana imirimo yacyo intambwe ku yindi, itezimbere ukuri kubibazo byinshi byintambwe.
Niyihe nteruro yoroshye yerekanwe gukurura intambwe ku yindi gutekereza nta ngero (zero-shoti CoT)?
Kojima n'abandi. (2022) yasanze gushira 'Reka dutekereze intambwe ku yindi' bitera gutekereza nubwo nta ngero zakozwe.
Tekinike yo kwigenga ikora iki?
Kwishyira ukizana bitanga iminyururu myinshi yigenga yibitekerezo kandi ifata amajwi menshi kubisubizo, bitezimbere kwizerwa.
Ni mu buhe buryo 2025 yerekana ibitekerezo nka __AIU_PROTECTED_10 __ 'o-serie na DeepSeek-R1 bitandukaniye he na CoT isanzwe?
Izi moderi zo gutekereza ziteka intambwe ku yindi gutekereza mubyitegererezo binyuze mumahugurwa (cyane cyane RL), nuko batekereza badakeneye ikibazo cyihariye buri gihe.
Ni ukubera iki kwandika intambwe ndende bikunda kunoza ibisubizo by'icyitegererezo?
Buri ntambwe yanditse iba imiterere yikurikiraho, igaha icyumba cyicyitegererezo cyo kubora ikibazo aho gukeka mumasasu umwe - nubwo bidatanga uburenganzira.