Hukunci maimaituwa da Gudanar da yanke hukunci
Ƙididdigar sarrafawa su ne ƙwanƙwasa waɗanda ke yanke shawarar yadda samfurin harshe ke zaɓar kowace kalma ta gaba daga yiwuwar rarraba ta.
Dubawa
Settings like temperature, top-p, and repetition penalty shape whether output feels creative, focused, or stuck in loops.
Zurfafa nutsewa
Samfurin harshe baya fitar da rubutu kai tsaye; yana fitar da yuwuwar kowane alama ta gaba mai yiwuwa. Ƙaddamarwa ita ce dabarar juya waɗannan yuwuwar zuwa ainihin kalmomi. Zazzabi yana sake fasalin rarrabawa: ƙananan dabi'u suna kaifafa shi zuwa ga alama mai yuwuwa (mayar da hankali, ƙayyadaddun ƙayyadaddun ƙayyadaddun ƙayyadaddun ƙima), manyan ƙima suna daidaita shi (bambanta, mai haɗari). Top-k yana adana alamun k mafi yiwuwa; top-p (samfurin tsakiya) yana kiyaye mafi ƙarancin saiti wanda yuwuwar yuwuwar su ya kai madaidaici kamar 0.9. Hukuncin maimaituwa yana raba ɗimbin alamun da aka riga aka yi amfani da su, yana hana ƙirar maimaita kanta. Abubuwan sarrafawa masu alaƙa sun haɗa da hukuncin mitar (ƙididdiga ta sau nawa alama ta bayyana) da hukuncin gaban (hukunce-hukunce mai faɗi da zarar alama ta bayyana kwata-kwata). Daidaita waɗannan yana hana duka madaukai na mutum-mutumi da rambling marasa daidaituwa.
Fahimtar Fasaha
Hukuncin maimaituwa yana aiki a matakin logit. Kafin musanya maki zuwa yuwuwar ta hanyar softmax, an raba logit na kowane alamar da aka ƙirƙira a baya ta hanyar hukunci (yawanci 1.1 zuwa 1.3) idan tabbatacce, ko ninka idan mara kyau. Wannan yana rage damar sake zabar waɗannan alamun. Hukuncin mitar a maimakon haka yana rage adadin daidai da ƙidayar alama, yayin da hukuncin gaban yana rage ƙayyadadden adadin da zarar alama ta bayyana, ba tare da la'akari da mitar ba.
Dabarun Tasiri
Gudu da sikelin
Gudun aikin harshe na iya tafiya da sauri ba tare da sadaukar da daidaito ba.
Shiga ku isa
Yana faɗaɗa damar shiga cikin harsuna da salon sadarwa.
Shawarwari masu haske
Ƙungiyoyi za su iya ciyar da ƙarin lokaci akan hukunci yayin da aiki da kai ke sarrafa maimaitawa.
Makomar Hukunci Maimaituwa da Gudanar da yanke hukunci
Ƙaddamarwa yanki ne mai aiki da bincike. Sabbin hanyoyi kamar bincike na banbanta, samfuri na yau da kullun, eta-samfur, da samfurin min-p suna da nufin daidaita daidaituwa da bambance-bambance cikin hankali fiye da kafaffen ƙofa. Ƙididdigar ƙira tana amfani da ƙaramin ƙirar ƙira don haɓaka ƙira. Yi tsammanin tsarin nan gaba don daidaita sigogin yanke hukunci da ƙarfi a kowane mahallin, kuma don fallasa mafi sauƙi manyan sarrafawa don masu amfani su iya buƙatar 'ƙarin ƙirƙira' ko 'madaidaicin' ba tare da juggling zafin jiki da hukunci da hannu ba.
Aiwatar da Gaskiyar Duniya
Ƙa'idar rubuce-rubucen ƙirƙira yana haɓaka zafin jiki da saman-p don haifar da bambance-bambancen, ci gaban labari mai ban mamaki.
Mataimakin coding yana rage zafin jiki kusa da sifili don haka zai dawo da yuwuwar, cikar lambar tantancewa.
A chatbot yana aiwatar da hukuncin maimaituwa kusan 1.2 don dakatar da shi daga karkatar da jumla ɗaya akai-akai.
Mai amfani da API yana saita hukuncin mitar don hana mai taƙaitawa daga yin amfani da kalma iri ɗaya a cikin dogon daftari.
Hatsari & Tsare-tsare
Abubuwan da aka ruɗe suna iya shigar da rahotanni cikin nutsuwa, kwararar tallafi, ko abubuwan bincike.
Hankali na gaggawa na iya ƙirƙirar sakamako mara daidaituwa a cikin buƙatun iri ɗaya.
Za a iya fallasa bayanan rubutu mai ma'ana idan ikon samun dama yana da rauni.
Taswirar Hanya
Ƙayyade tsarin fitarwa, sautin, da ma'auni masu inganci kafin fitowa.
Amsa a ƙasa tare da amintattun tushe a duk lokacin da daidaito ya shafi mahimmanci.
Ajiye wurin binciken ɗan adam don abubuwan da ake samu masu girma.
Bibiyar tsarin gazawar kuma sake horar da tsokaci ko tafiyar aiki akai-akai.
Ci gaba da Bincike
Free newsletter
Get the daily AI briefing
Three verified AI stories every weekday morning, written in plain English. Free forever, no ads.
One email each weekday. Unsubscribe in one click. We never sell or share your address.
Test yourself
Take the Repetition Penalty and Decoding Controls quiz
Instant feedback on every answer, and a shareable certificate with a verifiable ID once you pass a course.
Support free AI education. AI Understanding is a 501(c)(3) nonprofit — no ads, no paywall, ever. Make a donation
Jagora na gaba
Samfuran Ƙididdigar Ƙwararren Ƙwararru
Tambayoyin da ake yawan yi
What is Repetition Penalty and Decoding Controls?
Ƙididdigar sarrafawa su ne ƙwanƙwasa waɗanda ke yanke shawarar yadda samfurin harshe ke zaɓar kowace kalma ta gaba daga yiwuwar rarraba ta. Saituna kamar zafin jiki, saman-p, da siffa mai maimaitawa ko fitarwa tana jin ƙirƙira, mai da hankali, ko makale cikin madaukai.
Menene haɓaka sigar 'zazzabi' ke yi ga fitar da samfur?
Maɗaukakin zafin jiki yana daidaita rarraba yiwuwar, yin ƙasa da yuwuwar alamun mafi gasa da fitarwa mafi bambanta da rashin tabbas.
Ta yaya samfurin top-p (nucleus) zai yanke shawarar waɗanne alamun da za a yi la'akari?
Top-p yana zaɓar mafi ƙanƙanta rukuni na manyan alamu waɗanda yuwuwar yuwuwarsu ta kai ƙofa (misali, 0.9), don haka tafkin ɗan takara ya dace da mahallin.
A wane mataki ne hukuncin maimaituwa yakan yi?
Hukunce-hukuncen maimaitawa yana canza ma'auni (raw maki) na alamun da aka riga aka yi amfani da su kafin a canza su zuwa yuwuwar, yana rage damar zaɓin su.
Menene babban maɓalli tsakanin hukuncin gaban da hukuncin mitar?
Hukuncin mitar yana girma tare da adadin lokutan da aka yi amfani da alama, yayin da hukuncin kasancewar ya shafi raguwa guda ɗaya a lokacin da alamar ta bayyana kwata-kwata.
Don mataimaki na coding wanda ya kamata ya dawo da mafi inganci guda ɗaya, wane saitin ya fi dacewa?
Zazzabi kusa da sifili yana sanya ƙaddamarwa kusan ƙididdigewa, kusan koyaushe yana zaɓar alamar yuwuwar mafi girma, wanda ya dace da lambar da ake iya faɗi.