Kwiyubaka-Iterative Ibisohoka Gutezimbere
Kwiyubaka-ni tekinike yihutirwa aho icyitegererezo cyururimi kunegura umusaruro wacyo hanyuma ukacyandika, kigahinduka kugeza igisubizo kibaye cyiza.
Incamake
It matters because models can often spot and fix their own mistakes without any extra training or human feedback.
Kwibira cyane
Kwiyubaka, kwatangijwe na Madaan na bagenzi be mu 2023, ikora icyitegererezo kimwe mubikorwa bitatu: generator, kunegura, no kwisubiramo. Icyambere icyitegererezo gitanga igisubizo cyambere. Noneho irasabwa gutanga ibitekerezo byihariye, bifatika kuri kiriya gisubizo (urugero, "iyi code ibura gukemura amakosa" cyangwa "iyi ncamake yabuze igishushanyo mbonera"). Hanyuma, yongeye kwandika igisubizo ukoresheje ibyo bitekerezo. Umuzenguruko usubiramo kugeza icyitegererezo cyemeje ibisohoka nibyiza bihagije cyangwa intambwe ntarengwa. Byibanze, ntamahugurwa yinyongera, icyitegererezo cyigihembo, cyangwa igikoresho cyo hanze kirasabwa, gusa ubishaka. Ku mirimo nka kodegisi ya kode, ibiganiro, hamwe no kwandika amarangamutima, iyi loop yapimye ubuziranenge hejuru yisekuru imwe.
Ubushishozi
Uburyo bwingenzi ni ugukoresha icyitegererezo nkibisubizo byacyo. Igisekuru no kunegura koresha ibisobanuro bitandukanye, icyitegererezo rero gisuzuma uhereye kumurongo mushya aho kurengera umushinga wambere. Ibitekerezo bigomba kuba byihariye kandi bigakorwa, ntabwo "bikora neza", kuko kunegura bidasobanutse bitanga ibisobanuro bidasobanutse. Amateka yuzuye (umushinga wongeyeho ibitekerezo byose) aragaburirwa inyuma, atanga ibisobanuro byisubiramo. Inyungu nini iyo moderi ishoboye rwose kumenya inenge noneho ikosora.
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.
Ejo hazaza-Kwiyubaka-Iterative Ibisohoka Gutezimbere
Kwiyitunganya birahinduka inyubako ya sisitemu ya agent, aho icyitegererezo gitegura, kugerageza, no gusana kode cyangwa gahunda mbere yo gukora. Tegereza kwishyira hamwe hamwe no kugenzura hanze (ibizamini bya unité, calculatrice, gushakisha) bityo kunegura gushingiye kubimenyetso nyabyo aho kuba igitekerezo cy'icyitegererezo. Ubushakashatsi burimo gukora iperereza mugihe kwinegura bifasha mugihe icyitegererezo cyinangiye gusubiramo amakosa, hamwe nabashinzwe kugenzura imihindagurikire y'ikirere bahitamo umubare munini wo kunonosora igikorwa runaka gikeneye kuringaniza ubuziranenge nigiciro.
Gushyira mu bikorwa Isi
Kunoza code yakozwe mugira ibendera ryikitegererezo ryabuze imanza, hanyuma wandike imikorere kugirango ubikemure
Kuringaniza umushinga wa imeri cyangwa inyandiko ukoresheje kwikinisha amajwi no gusobanuka, hanyuma ukavugurura kubantu ukurikirana
Gutezimbere igisubizo kubibazo cyangwa imibare mugenzura buri ntambwe no gukosora amakosa yimibare
Gutunganya igisubizo-gishyigikira abakiriya kuburyo gikemura neza ikibazo cyumukoresha aho gutanga igisubizo rusange
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
Kurinda no Gusohora Kugereranya
Ibibazo bikunze kubazwa
What is Self-Refine Iterative Output Improvement?
Kwiyubaka-ni tekinike yihutirwa aho icyitegererezo cyururimi kunegura umusaruro wacyo hanyuma ukacyandika, kigahinduka kugeza igisubizo kibaye cyiza. Nibyiza kuko abanyamideli barashobora kubona no kwikosora amakosa yabo nta mahugurwa yinyongera cyangwa ibitekerezo byabantu.
Ni izihe nshingano eshatu icyitegererezo kimwe gikora mukwiyubaka?
Kwiyubaka-ukoresha icyitegererezo kimwe mubikorwa bitatu byihutirwa: itanga umushinga, ikanegura, hanyuma ikagisubiramo.
Niki Kwiyubaka bisaba iki kuruta gusaba akazi?
Igisobanuro kiranga Kwiyubaka ni uko idakeneye amahugurwa yinyongera, icyitegererezo cyigihembo, cyangwa ibitekerezo byabantu, gusa birabaza.
Ni ukubera iki gutanga ibitekerezo muburyo butandukanye bwo gutanga umushinga bifasha?
Kunegura muburyo bushya butera inkunga gusuzuma aho gushyira mu gaciro igisubizo cyambere.
Ni ubuhe buryo bwo gutanga ibitekerezo butuma intambwe yo kunonosorwa ikora neza?
Kunegura, gukora kunegura (urugero, 'ongeraho amakosa yo gukemura') itera guhindura intego; ibitekerezo bidasobanutse bitanga ubugororangingo budasobanutse.
Ni ryari Kwiyubaka bikunda kunanirwa kunoza umusaruro?
Niba icyitegererezo kidashobora kumenya ikibazo, kunegura kwayo ntigishobora kugaragara, bityo ivugurura ntirishobora kugikemura.