Tsarin Kulawa don Tunanin Lissafi
Kula da tsari yana ba da lada ga abin ƙira ga kowane madaidaicin mataki a cikin jerin tunani, ba kawai amsar ƙarshe ba.
Dubawa
For math, where one wrong move ruins everything, grading the work itself produces far more reliable solvers.
Zurfafa nutsewa
Yawancin nau'ikan lada suna samun amsa ta ƙarshe kawai (sakamakon sakamako). Wannan yana bawa samfurin damar 'sami sa'a' - isa ga lambar da ta dace ta matakai mara kyau waɗanda zasu soke fita. Kulawa da tsari maimakon horar da Model Lada na Tsari (PRM) akan alamun mutum ko AI waɗanda ke yiwa kowane matsakaicin mataki alama daidai, kuskure, ko tsaka tsaki. Takardar OpenAI's 2023 'Bari Mu Tabbatar da Mataki Ta Mataki' ta fitar da PRM800K, kusan alamomin mataki 800,000 akan matsalolin MATH, kuma ta nuna mai tabbatarwa da ke kula da tsari wanda ya warware kashi 78% na juzu'in gwaji tare da ƙarancin sakamako-kawai tushe. Ana amfani da PRM don ƙididdige samfuran samfuri da yawa, ɗaukar sarkar tare da mafi ƙarancin matakin mataki. Hakanan yana ba da ra'ayi mai ma'ana: kuna iya ganin daidai inda dalilin ya karye.
Fahimtar Fasaha
A lokacin gwaji samfurin samfurori da yawa mafita mafita; PRM yana ƙididdige kowane mataki kuma ƙimar gabaɗayan maganin shine yawanci samfur (ko ƙarami) na yiwuwar kowane mataki na daidaito. 'Best-of-N' sannan ya zaɓi sarkar da aka fi zira kwallaye. Saboda an ba da ƙima a cikin gida, siginar horon yana da yawa kuma ba ta da hayaniya fiye da lada guda ɗaya na ƙarshen-jere, wanda ke rage satar lada inda matakan da ba su dace ba suka ba da amsoshi daidai.
Dabarun Tasiri
Gudu da sikelin
Gudun aikin harshe na iya tafiya da sauri ba tare da sadaukar da daidaito ba.
Shiga ku isa
Yana faɗaɗa damar shiga cikin harsuna da salon sadarwa.
Shawarwari masu haske
Ƙungiyoyi za su iya ciyar da ƙarin lokaci akan hukunci yayin da aiki da kai ke sarrafa maimaitawa.
Makomar Kula da Tsari don Tunanin Lissafi
Lakabin mataki na hannun hannu yana da tsada, don haka bincike yana jujjuya zuwa kulawar sarrafawa ta atomatik - ta amfani da Monte Carlo rollouts (Math-Shepherd) don ƙididdige ƙimar kowane mataki ba tare da tambarin ɗan adam ba, ko samun ƙirar ƙira ta yanke hukunci masu rauni. Yi tsammanin PRMs don fitar da ingantaccen ingantaccen koyo na ƙarfafawa, ba wai kawai sake tsarawa ba, da kuma yada sama da lissafi cikin lamba, hujjojin kimiyya, da kuma tsari na matakai da yawa inda matakin matakin daidai yake da mahimmanci.
Aiwatar da Gaskiyar Duniya
Saitin bayanan PRM800K na AIU_PROTECTED_10__: 800K alamomin matakin matakin ɗan adam da aka yi amfani da su don horar da masu tantancewa akan ma'aunin MATH
Math-Shepherd: ta atomatik yiwa alamar matakin daidai ta hanyar Monte Carlo rollouts don guje wa bayanin ɗan adam mai tsada
Mafi kyawun-N sake fasalin: samar da mafita na 256 da zaɓar wanda PRM ya sami mafi girma a kowane mataki
Kayan aikin koyarwa waɗanda ke nuna madaidaicin layi a cikin aikin aikin ɗalibi inda kuskuren ya fara bayyana
Hatsari & Tsare-tsare
Abubuwan da aka ruɗe suna iya shigar da rahotanni cikin nutsuwa, kwararar tallafi, ko abubuwan bincike.
Hankali na gaggawa na iya ƙirƙirar sakamako mara daidaituwa a cikin buƙatun iri ɗaya.
Za a iya fallasa bayanan rubutu mai ma'ana idan ikon samun dama yana da rauni.
Taswirar Hanya
Ƙayyade tsarin fitarwa, sautin, da ma'auni masu inganci kafin fitowa.
Amsa a ƙasa tare da amintattun tushe a duk lokacin da daidaito ya shafi mahimmanci.
Ajiye wurin binciken ɗan adam don abubuwan da ake samu masu girma.
Bibiyar tsarin gazawar kuma sake horar da tsokaci ko tafiyar aiki akai-akai.
Ci gaba da Bincike
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Jagora na gaba
Hankali na Sarkar-Tunani
Tambayoyin da ake yawan yi
What is Process Supervision for Math Reasoning?
Kula da tsari yana ba da lada ga abin ƙira ga kowane madaidaicin mataki a cikin jerin tunani, ba kawai amsar ƙarshe ba. Don lissafi, inda kuskure ɗaya ya lalata komai, ƙididdige aikin da kansa yana samar da mafita mafi aminci.
Menene babban bambanci tsakanin kulawar tsari da kulawar sakamako?
Kula da tsari yana ba da siginar lada a kowane mataki na tunani, yayin da kulawar sakamako kawai ke bincika amsar ƙarshe.
Me yasa kulawa-kawai sakamakon zai iya zama yaudara ga matsalolin lissafi?
Bayar da amsa ta ƙarshe kawai tana ba da mafita na 'sa'a' inda matakan tsaka-tsaki na kuskure suka haifar da sakamako daidai.
Menene OpenAI ya saki tare da aikin 'Bari Mu Tabbatar da Mataki Daga Mataki'?
PRM800K ya ƙunshi kusan bayanan ɗan adam 800,000 waɗanda ke yiwa kowane matakan tunani daidai ko kuskure.
Yaya ake yawan amfani da Samfurin Lada na Tsari a lokacin tantancewa?
PRM yana ƙididdige kowane mataki na mafita na ɗan takara da yawa, yana ba da damar zaɓi mafi kyawun-N na sarkar dalili mafi girma.
Wace hanya ce ta rage buƙatar lakabin matakan ɗan adam mai tsada?
Math-Shepherd yana ƙididdige daidaiton mataki ta hanyar fitar da kammalawa da auna sau nawa suke kaiwa ga amsar da ta dace, da guje wa lakabin hannu.