Overview
Kutariswa kwemaitiro kunopa mubairo muenzaniso kune yega yega nhanho chaiyo munhevedzano yekufunga, kwete mhinduro yekupedzisira chete. Kumasvomhu, uko kumwe kutadza kumwe kunoparadza zvese, kuisa giredhi iro pacharo kunoburitsa vagadzirisi vakavimbika.
Maitiro Ekutarisa eMath Kurangarira chikamu chemutauro-AI stack inoshandiswa kuverenga, kugadzira, kuronga, uye kushandura zvinyorwa uye kutaura pamwero.
Deep Dive
Mazhinji mamodheru emibairo anopa chete mhinduro yekupedzisira (kutarisisa kwemhedzisiro). Izvo zvinoita kuti modhi 'iite 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 kumisa akawanda sampled mhinduro, 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.
Mastering Process Supervision yeMath Reasoning
Kutariswa kwemaitiro kunopa mubairo muenzaniso kune yega yega nhanho chaiyo munhevedzano yekufunga, kwete mhinduro yekupedzisira chete. Kumasvomhu, uko kumwe kutadza kumwe kunoparadza zvese, kuisa giredhi iro pacharo kunoburitsa vagadzirisi vakavimbika. Maitiro Ekutarisa eMath Kurangarira chikamu chemutauro-AI stack inoshandiswa kuverenga, kugadzira, kuronga, uye kushandura zvinyorwa uye kutaura pamwero. Kuti uvake kunzwisisa kwakadzama, tora process Supervision yeMath Reasoning semuenzaniso wekushandisa, kwete chinhu chimwe chete: tsanangura zvinodiwa, kujekesa fungidziro, uye patsanura izvo zvinogona kuitwa nehurongwa hwakavimbika kubva kune zvichiri kuda kutonga kwenyanzvi.
Mukuita, zvikwata zvakasimba zvinoshandisa Process Supervision yeMath Reasoning dhizaini inokurudzira, kudzoreredza, uye kuongorora zvishwe seimwe yakabatanidzwa yekutaurirana system. Ivo vanonyora zvakajeka maitiro ebudiriro, bvunzo vachipokana ne data rechokwadi uye mafambiro ebasa, uye iterate zvichibva pane zvakacherechedzwa maitiro ekutadza kwete kuhwina-nguva imwe chete yebhenji. Apa ndipo apo kunzwisisa kwe theoretical kunoshanduka kuve kugona kwakasimba pane chigadzirwa, mutemo, uye mashandiro.
Mutauro workflows inogona kufamba nekukurumidza pasina kupira kuenderana. Panguva imwecheteyo, chokwadi cheHallucified chinogona kupinda chinyararire mishumo, kuyerera kwetsigiro, kana kutsvagisa zvinobuda. Nzira yakatsiga ndeyekubatanidza kukurumidza kuyedza nekutonga: mhanyisa vatyairi vendege, tora humbowo, buritsa matanda esarudzo, uye urambe uchivandudza chengetedzo semaitiro emuenzaniso, zvinotarisirwa nemushandisi, uye zvinodikanwa zvekutonga.
Strategic Impact
Mutauro workflows inogona kufamba nekukurumidza pasina kupira kuenderana.
Mutauro workflows inogona kufamba nekukurumidza pasina kupira kuenderana. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.
Inopamhidzira kupinda mumitauro yese nemataera ekutaurirana.
Inopamhidzira kupinda mumitauro yese nemataera ekutaurirana. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.
Zvikwata zvinogona kupedza nguva yakawanda pakutonga uku otomatiki ichibata kudzokorora.
Zvikwata zvinogona kupedza nguva yakawanda pakutonga uku otomatiki ichibata kudzokorora. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.
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
Maitiro Ekuita
Maitiro Kutarisira Masvomhu Kurangarira mukuita
OpenAI's PRM800K dataset: 800K vanhu nhanho-nhanho malebula anoshandiswa kudzidzisa anoongorora paMATH benchmark.
OpenAI's PRM800K dataset: 800K vanhu nhanho-nhanho mavara anoshandiswa kudzidzisa anoongorora paMATH benchmark Matimu anowanzo kuwana mibairo iri nani kana achinge atsanangura hunhu kumberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa nenguva yekukanganisa.
Maitiro Kutarisira Masvomhu Kurangarira mukuita
Math-Shepherd: otomatiki kunyora nhanho kurongeka kuburikidza neMonte Carlo kuburitswa kudzivirira kudhura zvirevo zvevanhu.
Math-Mufudzi: kunyora otomatiki nhanho kurongeka kuburikidza neMonte Carlo kuburitswa kudzivirira anodhura zvirevo zvevanhu Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura emhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa nemitengo yekukanganisa nekufamba kwenguva.
Maitiro Kutarisira Masvomhu Kurangarira mukuita
Best-of-N reranking: kugadzira 256 mhinduro uye kusarudza iyo iyo PRM yakakwira zvakanyanya padanho rega rega.
Best-of-N reranking: kugadzira mazana maviri nemakumi mashanu nenhanhatu mhinduro uye kusarudza iyo iyo PRM ine zvibodzwa zvepamusoro padanho rega rega Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura emhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
Maitiro Kutarisira Masvomhu Kurangarira mukuita
Maturusi ekudzidzisa anoisa mutsara chaiwo mumhinduro yemudzidzi apo kukanganisa kunotanga kuoneka.
Zvishandiso zvekudzidzisa zvinoratidzira mutsara chaiwo mumhinduro yemudzidzi yakashanda uko kukanganisa kunotanga kuoneka Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura mhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
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.
Tsanangura chimiro chekubuda, toni, uye mhando zviyero usati waburitsa. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Mhinduro dzepasi neakavimbika masosi pese pazvine basa.
Mhinduro dzepasi neakavimbika masosi pese pazvine basa. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Chengetedza ongororo yekuongorora yemunhu kune yakakwira-stake zvinobuda.
Chengetedza ongororo yekuongorora yemunhu kune yakakwira-stake zvinobuda. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Tevera maitiro ekutadza uye dzidzisazve kukurudzira kana mafambiro ebasa nguva nenguva.
Tevera maitiro ekutadza uye dzidzisazve kukurudzira kana mafambiro ebasa nguva nenguva. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.