Overview
Kuzvimiririra inzira yekudhirodha iyo sampuli dzakawanda dzakasiyana nzira dzekufunga kubva kumuenzaniso wemutauro uye wozotora mhinduro vazhinji vanobvumirana pairi. Izvo zvine basa nekuti mhinduro yemakaro inogona kunge isiriyo, nepo kubvumirana kwakasiyana-siyana kwakasiyana-siyana kunowanzova kwakarurama.
Self-Consistency Decoding chikamu chemutauro-AI stack inoshandiswa kuverenga, kugadzira, kuronga, uye kushandura zvinyorwa uye kutaura pamwero.
Deep Dive
Yakatangwa ne Google vatsvakurudzi muna 2022, kuzvidzora kunotsiva iyo yakajairwa 'kukara' decoding, apo modhi inozvipira kune imwe chete ingango tevera tokeni padanho rega rega, nemuenzaniso-uye-kuvhota maitiro. Iyo pfungwa inovaka pane ketani-ye-yekufunga kukurudzira: iyo modhi inokumbirwa kufunga nhanho nhanho, asi pachinzvimbo chekugadzira cheni imwe chete, inotora macheni mazhinji akasiyana uchishandisa tembiricha ye nonzero. Cheni imwe neimwe inogona kutora nzira yakasiyana, asi kufunga kwakanaka kunowanzosangana pamhinduro imwechete yekupedzisira uku zvikanganiso zvichipararira nenzira dzakasiyana. Hurongwa hunozotora vhoti yakawanda pamusoro pemhinduro dzekupedzisira. Shanduko iri nyore iyi yakaburitsa mibairo mikuru paarithmetic uye commonsense yekufunga mabhenji seGSM8K, kazhinji ichiwedzera kaviri-madhijitari echokwadi kuvandudzwa pasina kudzidziswazve.
Technical Insight
Iyo nzira inoshandisa intuition yekuti kune nzira dzakawanda dzechokwadi dzekuwana mhinduro chaiyo asi nzira dzisingaverengeke dzekutadza. Nekuenzanisira, toti, 40 maketani ane tembiricha pamusoro pe zero, modhi inoburitsa kwakasiyana kufunga. Mhinduro dzekupedzisira chete ndidzo dzakaunganidzwa nevhoti yeruzhinji; rugwaro rwokufunga runoraswa. Kurongeka kunowanzo kukwira nemamwe masampuli asi nekudzoka kuri kudzikira, kutengesa yakawedzera inference compute yekuvimbika. Izvo hazvidi data rakanyorwa kana kugadzirisa zvakanaka.
Kudzidzira Kuzvimiririra Decoding
Kuzvimiririra inzira yekudhirodha iyo sampuli dzakawanda dzakasiyana nzira dzekufunga kubva kumuenzaniso wemutauro uye wozotora mhinduro vazhinji vanobvumirana pairi. Izvo zvine basa nekuti mhinduro yemakaro inogona kunge isiriyo, nepo kubvumirana kwakasiyana-siyana kwakasiyana-siyana kunowanzova kwakarurama. Self-Consistency Decoding chikamu chemutauro-AI stack inoshandiswa kuverenga, kugadzira, kuronga, uye kushandura zvinyorwa uye kutaura pamwero. Kuti uvake kunzwisisa kwakadzama, bata Self-Consistency Decoding 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 Self-Consistency Decoding dhizaini zvinokurudzira, 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
Kuwedzera huchokwadi pagiredhi-chikoro math emazwi matambudziko (GSM8K) nekuenzanisa nzira dzakawanda dzemhinduro uye kuvhota panhamba yekupedzisira.
Kuvandudza kuvimbika kwemubvunzo we-multi-nhanho commonsense uchipindura apo cheni imwe chete inogona kutsvedza pane imwe fungidziro.
Kuwedzera kusavimbika mumhinduro dzechizvarwa chekodhi nekutarisa kuti ndezvipi zvinobuda zvinowanzoitika pamasamples.
Kusimbisa mabasa ekufananidzira kana ane musoro apo zvirevo zvakasiyana-siyana zvinofanira kusangana pamhedziso imwe yakarurama.
Maitiro Ekuita
Self-Consistency Decoding mukuita
Kuwedzera huchokwadi pagiredhi-chikoro math emazwi matambudziko (GSM8K) nekuenzanisa nzira dzakawanda dzemhinduro uye kuvhota panhamba yekupedzisira.
Kuwedzera huroyi pagiredhi-chikoro math matambudziko emazwi (GSM8K) nekuenzanisa nzira dzakawanda dzemhinduro uye kuvhota panhamba yekupedzisira Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura mhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye kukanganisa mutengo nekufamba kwenguva.
Self-Consistency Decoding mukuita
Kuvandudza kuvimbika kwemubvunzo we-multi-nhanho commonsense uchipindura apo cheni imwe chete inogona kutsvedza pane imwe fungidziro.
Kuvandudza kuvimbika kweakawanda-nhanho dzecommonsense mubvunzo uchipindura uko ketani imwe chete inogona kutsvedza pane imwe fungidziro Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura emhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
Self-Consistency Decoding mukuita
Kuwedzera kusavimbika mumhinduro dzechizvarwa chekodhi nekutarisa kuti ndezvipi zvinobuda zvinowanzoitika pamasamples.
Kuwedzera kusavimbika mumhinduro dzechizvarwa chekodhi nekutarisa kuti ndezvipi zvinobuda zvinoonekwa zvakanyanya pamasamples 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.
Self-Consistency Decoding mukuita
Kusimbisa mabasa ekufananidzira kana ane musoro apo zvirevo zvakasiyana-siyana zvinofanira kusangana pamhedziso imwe yakarurama.
Kusimbisa mabasa ekufananidzira kana ane musoro ekufunga uko kwakasiyana-siyana kunofanirwa kusangana pamhedzisiro imwe chaiyo Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura hunhu hwepamberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, 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.