Maitiro ekutarisa kweMath Reasoning
Kutariswa kwemaitiro kunopa mubairo muenzaniso kune yega yega nhanho chaiyo munhevedzano yekufunga, kwete chete mhinduro yekupedzisira.
Pfupiso
For math, where one wrong move ruins everything, grading the work itself produces far more reliable solvers.
Kudzika Kwakadzika
Mazhinji mamodheru emibairo anopa chete mhinduro yekupedzisira (kutarisisa kwemhedzisiro). Izvo zvinobvumira modhi 'kuita rombo rakanaka' - kusvika panhamba chaiyo kuburikidza nematanho asina kukwana anodzima. Kutariswa kwemaitiro pachinzvimbo kunodzidzisa Maitiro Reward Model (PRM) pamunhu kana AI mavara anomaka nhanho yega yega yepakati seyakarurama, isiriyo, kana kwayakarerekera. OpenAI's 2023 'Ngatitarise Danho Nedanho' bepa rakaburitswa PRM800K, rinoda kusvika 800,000 nhanho-nhanho malebula pamatambudziko eMATH, uye rakaratidza maitiro-anotariswa anoongorora akagadziriswa 78% yebvunzo subset maringe nehwaro hwekutanga husina kusimba. Iyo PRM inoshandiswa pakufungidzira kuyera mhinduro dzakawanda dzesampled, kutora ketani ine yakanyanya kuderera nhanho chibodzwa. Inopawo mhinduro inodudzira: iwe unogona kuona chaipo panoputsika kufunga.
Technical Insight
Panguva yekuyedza modhi inoisa mhinduro zhinji dzevamiriri; iyo PRM inonwisa nhanho yega yega uye mhinduro yese chibodzwa chinowanzo kugadzirwa (kana kushoma) kwechimwe-nhanho zvingangoitika. 'Best-of-N' yobva yasarudza cheni ine zvibodzwa zvepamusoro. Nekuda kwekuti chikwereti chinopihwa munharaunda, chiratidzo chekudzidziswa chakanyanya uye chine ruzha pane imwechete yekupedzisira-ye-kutevedzana mubairo, izvo zvinoderedza mubairo-kubira apo nhanho dzisiridzo dzinongoburitsa mhinduro chaidzo.
Strategic Impact
Kumhanya uye chiyero
Mutauro workflows inogona kufamba nekukurumidza pasina kupira kuenderana.
Svika uye svika
Inopamhidzira kupinda mumitauro yese nemataera ekutaurirana.
Sarudzo dzakajeka
Zvikwata zvinogona kupedza nguva yakawanda pakutonga uku otomatiki ichibata kudzokorora.
Ramangwana reKutariswa kweMaitiro eMasvomhu
Manual nhanho kunyora inodhura, saka kutsvagisa kuri kuchinjika kune otomatiki maitiro ekutarisa - uchishandisa Monte Carlo kuburitsa (Math-Mufudzi) kufungidzira kukosha kwenhanho imwe neimwe pasina mavara emunhu, kana kuve nemhando dzakasimba dzinotonga dzisina kusimba. Tarisira maPRM kuti atyaire kusimbisa-kudzidza kunyatsogadzirisa, kwete kungoisa patsva, uye kupararira kupfuura masvomhu kuita kodhi, humbowo hwesainzi, uye kuronga-matanho akawanda uko kunenge kuine nhanho-nhanho kurongeka.
Real-World Implementation
OpenAI's PRM800K dataset: 800K vanhu nhanho-nhanho malebula anoshandiswa kudzidzisa anoongorora paMATH benchmark
Math-Shepherd: otomatiki kunyora nhanho kururamisa kuburikidza neMonte Carlo kuburitswa kudzivirira inodhura rondedzero yevanhu.
Best-of-N reranking: kugadzira 256 mhinduro uye kusarudza iyo iyo PRM yakakwira zvakanyanya padanho rega rega.
Maturusi ekudzidzisa anoisa mutsara chaiwo mumhinduro yemudzidzi apo kukanganisa kunotanga kuoneka
Njodzi & Guardrails
Chokwadi chehuroyi chinogona kupinda chinyararire mishumo, kuyerera kwetsigiro, kana tsvakiridzo.
Kunzwa nekukasira kunogona kugadzira mhedzisiro isingaenderane pane zvikumbiro zvakafanana.
Sensitive text data inogona kuburitswa kana zvidhiraivho zvisina kusimba.
Implementation Roadmap
Tsanangura chimiro chekubuda, toni, uye mhando zviyero usati waburitsa.
Mhinduro dzepasi neakavimbika masosi pese pazvine basa.
Chengetedza ongororo yekuongorora yemunhu kune yakakwira-stake zvinobuda.
Tevera maitiro ekutadza uye dzidzisazve kukurudzira kana mafambiro ebasa nguva nenguva.
Ramba Uchiongorora
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Gaidhi rinotevera
Chain-of-Pfungwa Kukurukurirana
Mibvunzo inowanzo bvunzwa
What is Process Supervision for Math Reasoning?
Kutariswa kwemaitiro kunopa mubairo muenzaniso kune yega yega nhanho chaiyo munhevedzano yekufunga, kwete chete mhinduro yekupedzisira. Kumasvomhu, uko kumwe kutadza kumwe kunoparadza zvese, kuisa giredhi iro pacharo kunoburitsa vagadzirisi vakavimbika.
Ndeupi musiyano mukuru pakati pekutariswa kwemaitiro uye kutariswa kwemhedzisiro?
Kutariswa kwemaitiro kunopa chiratidzo chemubairo padanho rega rega rekufunga, nepo kutarisa kwemhedzisiro kunongotarisa mhinduro yekupedzisira.
Sei mhedzisiro-kutarisa chete kungave kutsausa kumatambudziko esvomhu?
Kupa mubairo chete mhinduro yekupedzisira kunopa mhinduro 'rucky' apo nhanho dzepakati dzisiridzo dzinongoburitsa mhinduro chaiyo.
Chii chakaburitswa ne OpenAI pamwe ne 'Ngationese Nhanho Nenhanho'?
PRM800K ine zvingangoita 800,000 zvirevo zvevanhu zvinomaka matanho ekufunga ega ega seakarurama kana asiri iwo.
Iyo Process Reward Model inowanzoshandiswa sei panguva yekufungidzira?
A PRM inonwisa nhanho imwe neimwe yemhinduro dzakawanda dzevamiriri, ichigonesa yakanakisa-ye-N kusarudzwa kweyepamusoro-zvibodzwa zvekufunga cheni.
Ndeipi nzira inoderedza kudiwa kwematanho enhanho emunhu anodhura?
Math-Shepherd anofungidzira kurongeka kwenhanho nekupenengura kupedzisa uye kuyera kuti kangani pavanosvika pamhinduro chaiyo, vachinzvenga kunyora nemaoko.