Kugenzura Inzira Kubitekerezo
Igenzura ryimikorere rihemba icyitegererezo kuri buri ntambwe ikwiye murwego rwo gutekereza, ntabwo igisubizo cyanyuma.
Incamake
For math, where one wrong move ruins everything, grading the work itself produces far more reliable solvers.
Kwibira cyane
Ingero nyinshi zerekana ibihembo zitanga igisubizo cyanyuma (kugenzura ibisubizo). Ibyo bituma icyitegererezo 'gira amahirwe' - kugera ku mubare ukwiye binyuze mu ntambwe zitagira inenge zihagarika. Igenzura ryibikorwa ahubwo ritoza uburyo bwo guhemba inzira (PRM) kubirango byabantu cyangwa AI biranga buri ntambwe yo hagati nkukuri, itariyo, cyangwa itabogamye. __AIU_PROTECTED_10 __ '2023' Reka dusuzume intambwe ku yindi 'impapuro zasohoye PRM800K, hafi 800.000 byurwego rwintambwe kurwego rwibibazo bya MATH, kandi rwerekana igenzurwa ryakozwe nigenzura ryakemuye 78% byikizamini cyibizamini hamwe n’ibisubizo bidakomeye gusa. PRM ikoreshwa muburyo bwo gutondekanya ibisubizo byinshi byatoranijwe, gutoranya urunigi hamwe namanota ntarengwa yo gutera intambwe. Iratanga kandi ibitekerezo byumvikana: urashobora kubona neza aho ibitekerezo bitandukiriye.
Ubushishozi
Mugihe cyibizamini icyitegererezo cyerekana ibisubizo byinshi byabakandida; PRM itanga amanota kuri buri ntambwe kandi igisubizo cyibisubizo muri rusange nibicuruzwa (cyangwa byibuze) byintambwe imwe yo gukosorwa. 'Ibyiza-bya-N' noneho hitamo urunigi rwo hejuru. Kuberako inguzanyo yatanzwe mugace, ibimenyetso byamahugurwa birushijeho kuba urusaku kandi bitaranguruye urusaku kurenza igihembo cyanyuma-cyikurikiranya, bigabanya ibihembo-hacking aho intambwe mbi zahuriranye zitanga ibisubizo nyabyo.
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 h'ubugenzuzi bwibikorwa byo Gutekereza Imibare
Intambwe yintoki irazimvye, ubushakashatsi rero buhindukira kugenzura kugenzura byikora - ukoresheje Monte Carlo umuzingo (Math-Shepherd) kugirango ugereranye agaciro ka buri ntambwe nta kirango cyabantu, cyangwa kugira moderi zikomeye zicira intege nke. Tegereza PRMs gutwara imbaraga-yiga-gushimangira neza, ntabwo ari ugusubiramo gusa, no gukwirakwiza imibare mu kode, ibimenyetso bya siyansi, hamwe na gahunda yo gutangiza intambwe nyinshi aho gukosora intambwe kurwego.
Gushyira mu bikorwa Isi
__AIU_PROTECTED_10 __ 'PRM800K dataset: 800K ibirango byintambwe yumuntu byifashishwa mugutoza abagenzuzi kubipimo bya MATH
Imibare-Umwungeri: ihita yerekana intambwe ikosowe ikoresheje Monte Carlo kugirango wirinde gutangaza abantu bihenze
Ibyiza-bya-N reranking: gutanga ibisubizo 256 no guhitamo imwe PRM itanga amanota menshi kuri buri ntambwe
Ibikoresho byo kwigisha byerekana umurongo nyawo mubisubizo byakozwe numunyeshuri aho ikosa rigaragara bwa mbere
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
Urunigi-rw'ibitekerezo
Ibibazo bikunze kubazwa
What is Process Supervision for Math Reasoning?
Igenzura ryimikorere rihemba icyitegererezo kuri buri ntambwe ikwiye murwego rwo gutekereza, ntabwo igisubizo cyanyuma. Kubiharuro, aho kwimuka nabi kwangiza ibintu byose, gutondekanya akazi ubwabyo bitanga ibisubizo byizewe cyane.
Ni irihe tandukaniro nyamukuru riri hagati yo kugenzura inzira no kugenzura ibizagerwaho?
Igenzura ryibikorwa ritanga ikimenyetso cyigihembo kuri buri ntambwe yo gutekereza, mugihe ubugenzuzi bwibisubizo bugenzura igisubizo cyanyuma.
Ni ukubera iki kugenzura ibisubizo gusa bishobora kuyobya ibibazo by'imibare?
Guhemba igisubizo cyanyuma gusa inguzanyo 'amahirwe' ibisubizo aho intambwe yo hagati itari yo ihurirana itanga ibisubizo nyabyo.
Niki OpenAI yasohoye hamwe nakazi ka 'Reka dusuzume intambwe ku yindi'?
PRM800K ikubiyemo ibisobanuro hafi 800.000 byabantu byerekana intambwe yo gutekereza kugiti cye nkukuri cyangwa atari byo.
Nigute uburyo bwo guhemba uburyo bukoreshwa mugihe cyo gufata umwanzuro?
PRM itanga amanota kuri buri ntambwe yibisubizo byinshi byabakandida, igafasha ibyiza-N-guhitamo amanota menshi yo gutekereza.
Nubuhe buryo bugabanya gukenera ibirango bihenze byabantu?
Imibare-Umwungeri igereranya intambwe ikosorwa mugutangiza ibyuzuye no gupima inshuro bagera kubisubizo nyabyo, birinda kuranga intoki.