Uburyo bwo guhemba Ingero
Uburyo bwo gutanga ibihembo (PRMs) butanga amanota buri ntambwe yibitekerezo bya AI aho kuba igisubizo cyanyuma.
Incamake
This matters because it catches faulty logic mid-stream, making models more reliable at math, coding, and multi-step reasoning.
Kwibira cyane
Ingero nyinshi zigihembo nicyitegererezo: bareba igisubizo cyarangiye bagasuzuma niba aribyiza cyangwa bibi. Inzira yo guhemba icyitegererezo ahubwo itondekanya intambwe zose murwego rwo gutekereza, kugenera amanota meza cyangwa gukosora kuri buri murongo wigisubizo. Urugero ruzwi ni __AIU_PROTECTED_10 __ '2023' Reka dusuzume intambwe ku yindi 'akazi, aho PRM yahuguriwe kuri dataset ya PRM800K (ibirango bigera ku 800.000 byerekana urwego rwabantu ku bisubizo by'imibare) yarushije cyane kugenzura ibisubizo gusa ku gipimo cya MATH. Akarusho nuko igisubizo cyanyuma gishobora kuba cyiza kubwamahirwe mugihe ibitekerezo byacitse, cyangwa nabi nubwo intambwe-zukuri zikosorwa. Muguhemba intambwe ikwiye yo hagati, PRMs itanga ibitekerezo byinshi, ibitekerezo byinshi bigamije kunoza igenzura (gutoranya ibyiza mubisubizo byinshi byatoranijwe) hamwe namahugurwa binyuze mukwiga gushimangira.
Ubushishozi
PRM mubisanzwe ni transformateur isohora amanota ya scalar nyuma ya buri ntambwe yo gutekereza, akenshi kumurongo udasanzwe. Guhitamo igisubizo cyanyuma muminyururu myinshi yatoranijwe, ukusanya amanota yintambwe, mubisanzwe ufata intambwe ntoya ishobora kuba (urunigi rukomeye nkintambwe yaryo idakomeye) cyangwa ibicuruzwa. Gukusanya ibirango byintambwe birazimvye, kuburyo rero nka Math-Shepherd auto-label intambwe ukoresheje Monte Carlo umuzingo, ugereranije agaciro kintambwe ninshuro iganisha kubisubizo 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'ibihembo bihebuje
PRMs nibyingenzi mugihe cyo gutekereza-icyitegererezo. Tegereza byinshi byikora-byerekana ibimenyetso kugirango ugabanye ibiciro byabantu, PRM itanga umusaruro unenga intambwe mundimi karemano aho gutanga amanota yambaye ubusa, no kwagura imibare kuruta kode, gukoresha ibikoresho bya agent, hamwe nibitekerezo bya siyansi. Bahuza kandi mubisanzwe hamwe nigiti-shakisha hamwe nigihe cyo kubara, aho umugenzuzi ayobora amashami yaguka. Ikibazo cyingenzi gifunguye ni ibihembo bya hacking: moderi yiga gutanga intambwe igaragara neza kuri PRM idakosowe mubyukuri.
Gushyira mu bikorwa Isi
Gutondekanya ibisubizo byinshi byicyitegererezo kubibazo bikomeye byo guhatanira MATH ukoresheje intambwe-ntambwe, hanyuma ugasubiza urunigi rwatsinze amanota menshi.
Kuyobora ibiti gushakisha muburyo bwo gutekereza, kwagura ibisubizo byigice gusa intambwe yo hagati igereranya igipimo cya PRM cyane.
Auto-label yamahugurwa yamakuru hamwe na Math-Shepherd-yuburyo bwa Monte Carlo kugirango PRM ishobore gutozwa nta bisobanuro byuzuye byabantu.
Kugenzura code yerekana intambwe ku yindi, gushyira ibendera kumurongo wihariye aho logique yimikorere itandukana.
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
Igishushanyo mbonera cyo gushushanya
Ibibazo bikunze kubazwa
What is Process Reward Models?
Uburyo bwo gutanga ibihembo (PRMs) butanga amanota buri ntambwe yibitekerezo bya AI aho kuba igisubizo cyanyuma. Ibi bifite akamaro kuko ifata logique itari yo hagati, bigatuma moderi yizewe cyane mubibare, code, hamwe nintambwe nyinshi.
Ni iki gitandukanya cyane uburyo bwo guhemba inzira nicyitegererezo cyibihembo?
PRM itanga amanota kuri buri ntambwe murwego rwo gutekereza, mugihe icyitegererezo cyerekana gusa ibisubizo byanyuma.
Nibihe bizwi cyane bya dataset yumuntu urwego rwimibare yimibare ifitanye isano nubushakashatsi bwa PRM?
PRM800K, yasohowe hamwe na __AIU_PROTECTED_10 __ 'Reka dusuzume intambwe ku yindi', ikubiyemo ibirango bigera ku 800.000 byurwego rwintambwe kubisubizo byimibare.
Ni ukubera iki ibimenyetso byerekana ibihembo gusa bishobora kuyobya?
Gutanga amanota yabuze kubura aho igisubizo kibereye kubwamahirwe cyangwa nabi nubwo akazi keza kari hagati, ayo manota yo murwego rwo gufata.
Ni ubuhe buryo Imibare-Umwungeri ikoresha kugirango yandike intambwe mu buryo bwikora?
Imibare-Umwungeri igereranya agaciro k'intambwe muguhitamo ibyuzuye kuva icyo gihe no gupima inshuro zigera kubisubizo nyabyo.
Ni izihe ngaruka zifite akamaro cyane mugihe imyitozo yo kurwanya PRM?
Abanyamideli barashobora kwiga gukina igenzura, bagatanga intambwe igaragara-yerekana amanota neza ariko mubyukuri ntabwo ari ibitekerezo byumvikana.