Mutauro AI GUIDE

Best-of-N Sampling uye Reranking

Yakanakisa-ye-N inzira yekufungidzira-nguva yekusarudza: edza zvakabuda zvakawandisa uye shandisa mucherechedzi kana mutsigiri kusarudza imwe.

Teerera kugwaro iriAI-yakarondedzerwa · ~2 min

Pa peji ino2 min verenga
  1. Pfupiso
  2. Kudzika Kwakadzika
  3. Kuitwa muNyika yeChokwadi
  4. Ramangwana reBest-of-N Sampling uye Reranking
  5. Kuzvishandisa
  6. Ramba Uchiongorora
  7. Mibvunzo inowanzo bvunzwa

Pfupiso

Inogona kuvandudza mhedzisiro kana modhi dzimwe nguva ichiburitsa mukwikwidzi akanaka uye mupi wezvibodzwa anoizivisa nekuvimbika. Mamwe masampuli anodhura chizvarwa uye anogona kukwidziridza zvikanganiso mune asina kukwana zvibodzwa.

Kudzika Kwakadzika

Best-of-N samples N mhinduro dzemumiriri kubva kune modhi uye inodzosa iyo ine zvibodzwa zvepamusoro-soro pasi pemubairo modhi, verifier, kana heuristic. Kuzvimirira inyaya yakakosha inounganidza mhinduro dzekupedzisira nemavhoti akawanda. Kana sampuli yega yega yakazvimirira iine mukana p wekubudirira uye muratidziri akakwana achikwanisa kuona budiriro, mukana wekuti mumiriri mumwechete akarurama ndewe 1−(1−p)^N. Mabudiro chaiwo haafanire kuzvimiririra uye vanorova chaivo havana kukwana. Tsvagiridzo pamusoro pemubairo-modhi yekuwedzeredza inoona kuti optimization inopesana neproxy inogona kupedzisira yadzikisa goridhe-yakajairwa kuita, kusanganisira mune yakanakisa-ye-N sarudzo.

Kuitwa muNyika yeChokwadi

Sampling akati wandei masvomhu mhinduro uye kusarudza imwe inopfuudza verifier

Kugadzira vavhoti vekodhi uye kuvaisa pachiyero neyuniti-yebvunzo mhinduro

Kushandisa vhoti yeruzhinji apo cheni dzekufunga dzakawanda dzinosvika pamhinduro imwechete

Kuenzanisa kuwanikwa kwemhando inopesana neakawedzerwa akagadzirwa tokens uye scorer mutengo

Ramangwana reBest-of-N Sampling uye Reranking

Inference-nguva yekuyera tsvagiridzo yezvidzidzo inogadzirisa maekiseni ekuverenga, maverifiers, uye mubairo-modhi calibration. Iyo N chaiyo inoenderana nebasa, mhando yemhando, kuvimbika kwemucherechedzo, uye compute bhajeti. Ongororo dzinofanirwa kuzivisa ese akasarudzwa-mhinduro metric uye yakawedzerwa chizvarwa/mubhadharo mutengo.

Kuzvishandisa

Nei zvichikosha

  • 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.

Chenjera

  • 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.

Matanho anotevera

  1. Tsanangura chimiro chekubuda, toni, uye mhando zviyero usati waburitsa.
  2. Mhinduro dzepasi neakavimbika masosi pese pazvine basa.
  3. Chengetedza ongororo yekuongorora yemunhu kune yakakwira-stake zvinobuda.
  4. Tevera maitiro ekutadza uye dzidzisazve kukurudzira kana mafambiro ebasa nguva nenguva.

Ramba Uchiongorora

Tsamba yemahara

Tora iyo yemazuva ese AI pfupiso

Nhatu dzakasimbiswa dzeAI nyaya mangwanani ega ega pakati pevhiki, dzakanyorwa neChirungu chakajeka. Yemahara zvachose, hapana ads.

Imwe email zuva rega rega revhiki. Bvisa kunyoresa kamwe chete. Hatimbotengese kana kugovera kero yako.

Zviedze iwe pachako

Take the Best-of-N Sampling and Reranking quiz

Mhinduro yepakarepo pamhinduro yega yega, uye chitupa chinogovaniswa chine ID inobatika kana wapedza kosi.

Tanga mibvunzo

Tsigira dzidzo yemahara yeAI. AI Understanding ndeye 501(c)(3) isingabatsiri - hapana ads, hapana paywall, zvachose. Ita chipo

Mibvunzo inowanzo bvunzwa

Chii chinonzi Best-of-N Sampling uye Reranking?

Yakanakisa-ye-N inzira yekufungidzira-nguva yekusarudza: edza zvakabuda zvakawandisa uye shandisa mucherechedzi kana mutsigiri kusarudza imwe. Inogona kuvandudza mhedzisiro kana modhi dzimwe nguva ichiburitsa mukwikwidzi akanaka uye mupi wezvibodzwa anoizivisa nekuvimbika. Mamwe masampuli anodhura chizvarwa uye anogona kukwidziridza zvikanganiso mune asina kukwana zvibodzwa.

Ndeipi pfungwa huru ye best-of-N sampling?

Best-of-N inodhirowa mhinduro dzakawanda dzevamiriri vobva vadziisa patsva, vachidzosa iyo yepamusoro-soro.

Ndeipi nguva yakanakisisa-ye-N inonyanya kubatsira?

Vazhinji vavhoti vanobatsira chete kana mhinduro yakanaka dzimwe nguva ichionekwa uye mupi wezvibodzwa achikwanisa kuzviziva; kana mamiriro ezvinhu anovimbiswa.

Chii chinonyanya kuona kana best-of-N ichinyatso gadzirisa zvabuda?

Sarudzo yakanaka chete seye reranker; mupi asina simba kana akarerekera anogona kutora mhinduro dzisiridzo.

Chii chingaitika kana N ikakura uye modhi yemubairo iri proxy isina kukwana?

Tsvagiridzo inoyera mubairo-modhi yekuwedzeredza mune yakanakisa-ye-N: kusarudza yakanyanyisa proxy zvibodzwa zvinogona kupedzisira zvadzikisira goridhe-mubairo kuita.

Nderipi rakareruka reranking zano rinozivikanwawo sekuzvimiririra?

Self-consistence samples dzakawanda dzekufunga cheni uye inosarudza mhinduro yekupedzisira iyo macheni mazhinji anobvumirana.