Best-of-N Sampling uye Reranking
Yakanakisa-ye-N sampling inogadzira akati wandei mhinduro kubva kumodhi uye yobva yatora yakanakisa uchishandisa yakaparadzana nhanho yezvibodzwa.
Pfupiso
It is one of the simplest, most reliable ways to trade extra compute at inference time for higher answer quality.
Kudzika Kwakadzika
Modhi yemutauro ine sampling inoburitsa zvakasiyana pese paunoimhanyisa. Yakanakisa-ye-N inoshandisa izvi: unodhirowa mhinduro dzemumiriri weN, wobva wadzora wodzoreredza iyo yepamusoro. Iyo reranker inogona kuve yakadzidziswa mubairo modhi (yakajairwa mukusimbisa kudzidza kubva mumhinduro dzevanhu), mutsigiri anoongorora kurongeka, kana akapusa heuristic semhinduro chibvumirano kuburikidza nekuvhota kwakawanda. Nekuti modhi inongoda kuedza kumwe chete kwakanaka kubva kune akawanda, mhando inowanzosimuka zvakanyanya sezvo N inokura, kunyanya pakufunga uye nekodhi mabasa apo nzira chaiyo iripo asi haisi nguva dzose yekutanga sampu. Mutengo wacho wakatsetseka muN, uye unowana pakupedzisira danda kana kutodzokera kumashure kana mucherechedzi asina kukwana, nzira yekutadza inonzi mubairo kubira kana mubairo pamusoro-kugadzirisa.
Technical Insight
Hunhu hwezvakanakisa-hwe-N hunotsamira zvachose pamutambi. Iine verifier yakakwana, kunyatsojeka kunosvika mukana wekuti imwe yen samples yakarurama, iyo inosimuka nokukurumidza neN. Nemuenzaniso wemubairo une ruzha, sarudzo inogona kunyengedzwa: kusunda N yakakwirira kwazvo kunosimudzira zvibodzwa zvakakwirira asi chaizvoizvo zvisiri izvo, sezvo uri optimizing uchipikisana nemapofu emupi wezvibodzwa. Ichi ndicho chikonzero calibrated, yakasimba mibairo modhi zvine basa kuti tekiniki irambe ichibhadhara.
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 reBest-of-N Sampling uye Reranking
Best-of-N iri kuita musimboti wekuvaka we inference-time scaling, padivi pecheni-ye-kufunga uye kutsvaga kwemuti. Tarisira zvakasiyana-siyana zvine hungwaru: kuvhota kwakayerwa, maitiro emubairo anotora nhanho yega yega yekufunga, uye inogadzirisa N inomira sampling kana kuvimba kwakwira. Sezvo maverifiers achivandudza, kunyanya kodhi uye masvomhu uko iko kurongeka kunotariswa, kudzokorora masampula mazhinji ichave nzira yakajairwa yekushandura spare compute kuita kuvimbika pasina kudzidzisazve base modhi.
Real-World Implementation
Sampling 64 mhinduro kudambudziko remasvomhu uye kusarudza mhinduro inobvumirana nemasampunzi mazhinji (kuzvimiririra / kuvhota kwakawanda).
Kugadzira akawanda kodhi kupedzisa uye kuchengeta iyo inopfuura yakawanda mayuniti bvunzo seotomatiki verifier.
Kudhirowa mhinduro dzakati wandei mupombi yeRLHF uye kusarudza mhinduro yemhando yepamusoro-yemubairo-yemhando yekushandira vashandisi.
Kugadzira akati wandei dhizaini pfupiso nekudziisa patsva nemhando yemhando kuti idzose iyo yakatendeka, yakapfupika.
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
Tembiricha uye Sampling
Mibvunzo inowanzo bvunzwa
What is Best-of-N Sampling and Reranking?
Yakanakisa-ye-N sampling inogadzira akati wandei mhinduro kubva kumodhi uye yobva yatora yakanakisa uchishandisa yakaparadzana nhanho yezvibodzwa. Ndiyo imwe yedzakareruka, dzakavimbika nzira dzekutengesa yakawedzera komputa panguva yekunyepedzera yemhando yepamusoro mhinduro.
Ndeipi pfungwa huru ye best-of-N sampling?
Best-of-N inodhirowa mhinduro dzakawanda dzevamiriri vobva vadziisa patsva, vachidzosa iyo yepamusoro-soro.
Ndeapi marudzi emabasa anonyanya kubatsira-ye-N anonyanya kubatsira?
Kana paine mhinduro chaiyo inovimbika iyo modhi inongowanikwa chete dzimwe nguva, sampling vavhoti vakawanda inosimudza mukana wekuti wakarurama.
Chii chinonyanya kuona kana best-of-N ichinyatso gadzirisa zvabuda?
Sarudzo yakanaka chete seye reranker; mupi asina simba kana akarerekera anogona kutora mhinduro dzisiridzo.
Ndeipi nzira yekutadza inogona kuoneka kana N ichisundirwa zvakanyanya neiyo isina kukwana yemubairo modhi?
Kugadziridza zvakasimba kurwisa anokanganisa anokwirisa anokwirisa zvinobuda zvinoshandisa mapofu ayo, saka chokwadi chinogona kudonha kana kudonha.
Nderipi rakareruka reranking zano rinozivikanwawo sekuzvimiririra?
Self-consistence samples dzakawanda dzekufunga cheni uye inosarudza mhinduro yekupedzisira iyo macheni mazhinji anobvumirana.