Self-Consistency Decoding
Kuzvimiririra inzira yekudhirodha iyo sampuli dzakawanda dzakasiyana nzira dzekufunga kubva kumuenzaniso wemutauro uye wozotora mhinduro vazhinji vanobvumirana pairi.
Pfupiso
It matters because a single greedy answer can be wrong, while the consensus across diverse attempts is far more often correct.
Kudzika Kwakadzika
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 kazhinji kunokwira nemamwe masampuli asi nekudzoka kuri kudzikira, kutengesa yakawedzera inference compute yekuvimbika. Izvo hazvidi data rakanyorwa kana kugadzirisa zvakanaka.
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 reKuzvimiririra Decoding
Kuzvimiririra muenzaniso wekutanga wekuyeresa-nguva kuyera, uye vazukuru vayo ikozvino masimba ekufunga mamodheru anoshandisa yakawedzera compute kufunga zvakanyanya. Nhungamiro dzeramangwana dzinosanganisira kuyera mavhoti nemunhu akadzidza kana zvibodzwa zvekuvimbika pane kuverenga zvakaenzana, achisarudza kuti masampuli mangani ekudhirowa zvichienderana nekuoma kwemibvunzo, uye kubatanidza kuvhota nemaitiro ekutsvaga seMuti Wepfungwa. Tarisira kuti irambe yakachipa, yekudzidzira-yemahara yekutanga iyo chero system inogona kuisa pairi kana iko kurongeka kwakakosha kupfuura latency.
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.
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
Medusa Decoding Misoro
Mibvunzo inowanzo bvunzwa
What is Self-Consistency 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.
Ndeipi pfungwa huru kumashure kwe-self-consistency decoding?
Kuzvimiririra sampuli dzakawanda dzakasiyana-siyana dzekufunga uye inosarudza mhinduro yekupedzisira inobvumirana nemaketani mazhinji.
Sei sampling nzira dzakasiyana dzekufunga dzichibatsira chokwadi?
Kune nzira dzakawanda dzinoshanda dzemhinduro chaiyo asi nzira dzisingaverengeke dzekukanganisa, saka mhinduro dzechokwadi dzinoungana apo zvikanganiso zvichisiyana, zvichiita kuti ruzhinji ruvimbike.
Ndeipi nzira yekudhirodha inotsiva yega-inotsiva?
Panzvimbo pekuita nemakaro kune imwe nzira-ingangodaro, yekuzvimiririra masampula uye akaunganidzwa munzira dzakawanda.
Ndeipi chikamu checheni yega yega yemuenzaniso chinonyatso shandiswa muvhoti yekupedzisira?
Kufunga kwepakati kunoraswa; mhinduro dzekupedzisira chete dzinounganidzwa nevhoti yeruzhinji.
Ndeipi mari huru yekushandisa kuzvidzora?
Kugadzira akawanda emaketani ekufunga kunowedzera mutengo wekufungidzira; chokwadi chinokwira nemamwe masampuli asi nekudzoka kuri kudzikira.