Prompt Tuning
Kurumidza tuning inogadzirisa modhi yemutauro wakaoma nechando nekudzidza mashoma mashoma anoenderera e'soft prompt' mavekita akafanorongerwa kupinza, pane kunyora mazwi nemaoko.
Pfupiso
It is one of the leanest ways to specialize a giant model, and it gets better as models get bigger.
Kudzika Kwakadzika
Kurumidza tuning, yakaunzwa ne Google vatsvakurudzi Lester, Al-Rfou, uye Constant muna 2021, ndiyo hama yakareruka yekugadzirisa prefix. Panzvimbo pekugadzira chirevo chemavara nemaoko, unoomesa modhi yese uye wodzidza kadikidiki kekumisikidzwa kunoenderera —'zvinofemerwa'—zvinofarirwa chete pachikamu chekuisa. Gradient descent inoisa aya mavekita kuti anyengetedze maitiro akanaka ebasa. Chinhu chinokatyamadza chekuwana: sezvo iyo base modhi inoyera kusvika kumabhiriyoni emaparamita, kukurumidza kugadzirisa kunovhara gaka nekuzara kwakaringana-tuning, pakupedzisira kuchifananidza pamabhenji akaita seSuperGLUE. Basa rega rega rinongoda diki diki diki kukurumidza (kazhinji zviuru zvishoma paramita), saka imwe chete yakaomeswa modhi inogona kushanda mabasa mazhinji kamwechete. Vanyori vakaronga izvi se'simba rechiyero cheparameter-inoshanda kukurumidza tuning.'
Technical Insight
Makurudziro akapfava haasi mazwi chaiwo — iwo mavheta anoyangarara akasununguka munzvimbo yekumisikidza iyo isingaenderane nechero chiratidzo muduramazwi. Iwo anowedzerwa chete pane yekuisa embedding layer (kusiyana ne prefix tuning, iyo inopinza mune yega yega), ichiita kukurumidza kugadzirisa kunyange kureruka. Nekuti iyo modhi yakaomeswa nechando, ma gradients anoyerera achidzokera chete kune yakapfava-yekukurumidza kumisikidzwa. Kutanga, kureba nekukurumidza, uye chiyero chemodhi zvese zvinokanganisa kunaka.
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 reKurumidza Tuning
Kurumidza tuning yakasimudzira iyo pfungwa yekuti unogona kutungamira yakaomeswa nheyo dzemhando nezviratidzo zvidiki zvakadzidzwa, uye inosimbisa yakawanda yanhasi PEFT toolkit. Sezvo mamodheru achiramba achikwira, iyo gap-yekuvhara mhedzisiro inoita kuti zvinyoro zvikurudzirwe kukwezva zvakachipa akawanda-basa rekuisa. Tsvagiridzo iri kuwedzera iyo pfungwa yekufambisa zvinodzidziswa zvinodzidziswa pamabasa nemamodheru, zvisanganise nekutorazve, uye zvishandise kune inodzoreka uye yakachengeteka chizvarwa. Tarisira zvinyoro zvinokurudzira kuti urambe uri mutezo wakaderera padivi peLoRA nemaadapter.
Real-World Implementation
Kugadzira imwe yakaomeswa T5 modhi kune akawanda SuperGLUE mabasa, kuchengetedza yakaparadzana yakapfava yekukurumidza pabasa.
Kuendesa zvakachipa imwe hombe modhi kune vakawanda vatengi, imwe neimwe ine yavo yekudzidza yekukurumidza
Kutungamira manzwiro kana hunhu hwemhando pasina manyore einjiniya mazwi
Soft-prompt transfer: kufanodzidzira kukurumidza pane rimwe basa kudziya-kutanga kudzidza pane rine hukama
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
Prompt Engineering
Mibvunzo inowanzo bvunzwa
What is Prompt Tuning?
Kurumidza tuning inogadzirisa modhi yemutauro wakaoma nechando nekudzidza mashoma mashoma anoenderera e'soft prompt' mavekita akafanorongerwa kupinza, pane kunyora mazwi nemaoko. Ndiyo imwe yedzakanyanya kuomarara nzira yehunyanzvi hofori modhi, uye inova nani sezvo modhi dzinokura.
Chii chinonzi 'soft prompt' mukugadzirisa nekukasira?
Makurudziro akapfava mavekita anoenderera mberi anodzidziswa munzvimbo yekumisikidza, kwete mazwi anoverengwa nevanhu.
Ndekupi kukurumidza tuning kunowedzera mavheta ayo anodzidziswa?
Kurumidza tuning inofanogadzirira zvinyoro zvinokurudzira chete pakuisa, izvo zvinoita kuti ireruke pane prefix tuning.
Ndeapi mhedzisiro inokatyamadza iyo bepa rekutanga rakasimbisa pamusoro pechiyero chemuenzaniso?
Musoro webepa wakasimbisa 'simba rechiyero': mamodheru makuru ngaakurumidze tuning inokwikwidza yakazara-tuning.
Ndiani akatanga tuning yekukurumidza?
Brian Lester, Rami Al-Rfou, naNoah Constant pa Google vakaburitsa bepa rekukurumidza kugadzirisa muna 2021.
Ko kukurumidza tuning inogonesa sei kushumira akawanda mabasa kubva kune imwe modhi?
Chete chidiki chakapfava chekukurumidza ndicho chakanangana nebasa, saka modhi imwe yakaomeswa inogona kubata mabasa mazhinji nekuchinjanisa zvirevo.