Tegtal yi tuning
Tuning tegtal mooy jéego taggat biy soppi ab bind bu ñor mu nekk xeetu mbir buy topp tegtal yu melni 'resumé lii' wala 'bind ab tontu bu rafet.' Mooy tax modelu base bi di yëg ni amna njariñ te mën nañu ko jiite.
Plongeur bu xóot
Benn xeetu làkk bu njëkk dañu ko tàggat ngir xam token bi ci topp ci mbindu web, kon soo bindee benn laaj mën na wéy di laaj yeneen laaj ci barabu tontu. Tuning tegtal mooy saafara lii. Benn xeetu fine-tuning la buñu yor: model bi dañu ko tàggat ci ñaari (njàngale, tontu bu baax) buy muur ay junni liggéey — tekki, tënk, xaaj, Q&A, codage, ak yeneen. Suñu gisee benn tegtal-kon-dimbali-tontu lu bari yoon, model bi dafay jàng jeffin ju ëppu ji di 'defal li jëfandikukat bi laaj,' te loolu dafay yaatu ci tegtal yi mu musul gis ci tàggat-yaram. Xeetu liggéey boobu ñu ngi ko taxawal ci atum 2021 ci ay liggéey yu melni FLAN, T0, ak Tegtal Natural, te nekkoon na lu am solo ci InstructGPT bu OpenAI, bi defar GPT-3 ci ay tegtal yuñ tànn. Mooy fondaasioŋ bi assistant chat yu bari tabax ci kaw.
Gis-gis xarala
Ci wàllu mekanik, ajustement instruction mooy jàng buñ yamale: wàññi wuute gi nekk ci diggante token yiñ séentu ci model bi ak tontub royuwaay bi, ak gradient yuy yeesal poid yi. Dafa wuute ak RLHF (jàngat buy dooleel ci feedback nit), biy ñëw ginaaw ba noppi gëna xéewale tànneefi nit ñi ci jëfandikoo xeetu neexal. Reset bi ñuy faral di def mooy: pretrain, ginaaw ga instruction-tune (SFT) ngir jàngal liggéey-topp, ginaaw ga RLHF ngir setal ton, jàppale, ak kaaraange. bariwaayu done moo gëna am solo ci volume bi - liggéey bu yaatu mooy yóbbe généralisation bi.
njeextalu pexe
Gaawaay ak yaatuwaay
Liggéeyukaay yi ci làkk yi mën nañu gëna gaaw te duñu yàq deggoo gi.
Dugg ak yegg
Dafay yaatal jëfandikoo gi ci làkk yi ak ci anam yi ñuy jokkoo.
dogal yu gëna leer
Ekip yi mën nañu gëna yàgg ci àtte ci jamono ji otomatisation di liggéey ci baamtu.
Ëlëgu tuning njàngale
Barab bi mingi joge ci ay done yu mag yuñ bind ak loxo, dem ci ay done yu gëna baax, yenn saa yi ay junni misaal yuñ tann bu baax - ginaaw bi ñu gise ni kalite done mën na raw bariwaay. Xaarandil ay tegtal yu gëna bari ci domen bi (medikaal, yoon, kodage), ensemble tegtal yu bari làkk ak anam yu bari, ak pipeline otomatik yuy defar ak segg done tegtal yi. Tuning tegtal dina des pont bu am solo bi diggante model buñu tàggat bu njëkk ak assistant buñu mëna jëfandikoo, di gëna boole ak tànneef ngir gëna jubal.
Doxal ci àdduna dëgg
Soppi xeetu GPT bu nekk assistant chat buy tontu laaj yi ci barab bi leen di baamtu
FLAN-T5, defar nañu ko bu baax ci liggéey yu bari suko defee mu mëna topp tegtal yiñ ko musul tàggat ci
InstructGPT, fu GPT-3 nekkoon ci tegtal ci laaj yuñ tànn ngir génne tontu yu gëna am njariñ
Tabax ab assistant interne ci sosiete bi jaare ko ci defar ay tegtal ak tontu yu ekipu jàppale ak àttekat yi bind
Risk yi ak balustrade yi
Lépp lu jaarul yoon mën na dugg ci rapoor yi, jàppale ci liggéey bi, wala ci njariñu gëstu bi.
Sensibilite bu gaaw mën na jur njariñ yu wuute ci laajte yu noonu mel.
Done yu am solo mën nañu feeñ sudee seytu jëfandikoo gi néew doole.
Roadmap ngir samp gi
Mandargal formaa génne gi, melokaan bi, ak standard kalite yi laata ngay dugal ko.
Tontu yu am solo ak balluwaay yu wóor saa yu dëggu bi di am solo.
Fexeel am barabu xool nit ñi ngir am njariñ yu am solo.
Toppal anami gacce yi ak di faral di tàggataat ay laaj wala def-liggéey.
Weyal di banneexu
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Gis bi ci topp
Tuning prefix
Laaj yi ñuy faral di laaj
What is Instruction Tuning?
Tuning tegtal mooy jéego taggat biy soppi ab bind bu ñor mu nekk xeetu mbir buy topp tegtal yu melni 'resumé lii' wala 'bind ab tontu bu rafet.' Mooy tax modelu base bi di yëg ni amna njariñ te mën nañu ko jiite.
Lan moo wuutale tuning instruction ak RLHF?
Tuning njàngale mooy jàng buñ saytu ci tontu yiñ bëgga joxe. RLHF dafay ñëw ci ganaw, ba noppi gëna xéewale xeetu nit ñi ci tànneefi nit ñi.
Ban màndarga ci done yiy aju ci tegtal yi moo gëna tax model bi mëna topp tegtal yu bees yuñu gisul?
Liggéey yu bari te wuute dafay jàngale ni ñuy toppee tegtal yi, loolu mooy tegtal yiñ musul gis ci tàggat yaram.
Lan mooy anam wi ñuy tàggatee assistant chat bu bees bi?
Model yi dañu leen njëkka tàggat ci bind bu ñor, ginaaw ga ñu teg leen ci tegtal ngir ñu mëna topp liggéey yi, ba noppi ñu faral di leen setal ak RLHF ngir ton ak kaaraange.