T5 ak toxal mbind ci mbind
T5 (Transformatëru joxe mbind ci mbind), ci Google ci 2019, dafay soppi bépp liggéeyu NLP, tekki, tënk, xaaj, ba ci régression, ni dundal ci mbind ak génne mbind.
Résumé
This single unified format lets one model and one training recipe handle dozens of tasks.
Plongeur bu xóot
Li gëna am solo ci T5 mooy bépp liggéey ci làkk mën nañu ko def text-to-text: li ñuy dugal dafay nekk string bu am prefix liggéey, te li ñuy génne dafay nekk string saa yu nekk. Tekki làkk dafay nekk 'tekki Àngle ci Allemand: ...' defar mbindu Allemand; yëg-yëg nekk na 'sst2 frase: ...' génne baat 'positif' wala 'négatif'. Dafay jëfandikoo Transformatër enkodeer-dekodeer bu mat, wuute na ak BERT enkodeer kese wala GPT dekodeer kese. T5 dañu ko njëkka tàggat ci corpus C4 (Colossal Clean Crawled Corpus, ~ 750GB ci mbindu web bu sell) ak mébetu span-ger: span yu bari yu token yi dañu leen maskeer ba noppi wecci leen ci token sentinel, ba noppi model bi jàng defar span yi ñàkk. Jàngat bi ànd ak moom dafa méngale architecture yi, mébet yi, ak dayo dataset yi ngir xam li gëna baax ci toxal.
Gis-gis xarala
T5's pretraining mask spans yu jegewaale du benn token. Bépp span buñ maskeer ñu ngi koy wecci ak benn jeton sentinel ci duggal gi, dekodeer bi dafay defar sentinel yi topp ci seen ëmbiit bu njëkk. Bii span-ger denoising moo gëna am njariñ masking benn token bu BERT. Decoder-decoder biñ defaree ak cross-attention bu mat sëkk dafay tax decoder bi mëna bàyyi xel ci dugal encode bi yépp ci noonu muy defar ay sorti ci anam wu régressivement.
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 T5 ak joxe mbind ci mbind
Paradigm text-to-text dafa am doole lool: ay doomi jàngale yu melni FLAN-T5 dañuy yamale liggéey yuñ gisul ci jàngale làkk wiñ nàmp, ba noppi formaa biñ boole dafa wane xeetu làkk yu mag yi tay. Xaarandi wéyal jëfandikoo encoder-decoder T5 ngir tënk, tekki, ak defar ay xeeti làkk yu bari yu melni mT5 ak ay wuutu yu lalu ci efficacité, doonte xeetu decoder kese ñoo ëpp doole ci aplikaasioŋu chat yu ubbeeku yi.
Doxal ci àdduna dëgg
Résumé abstrait: prefix 'résumé : ' balaa xët wi di def T5 defar ab résumé bu gàtt ci kàddu boppam.
Tekki masin: benn xeetu T5 mooy jëfandikoo làkk yu bari jaaraleko ci prefix yu melni 'tekki Angale ci Français:'.
FLAN-T5 dafa topp tegtali làkk wiñ nàmp ngir tontu laaj ak xalaat te du am benn tàggat bu jëm ci liggéey bi.
Tontub laaj ci téere bu tëju: T5 dafay tontu laaj yu dëggu yi ci anam wu jub ci bind buñ defar, bawoo ci xam-xam biñ denc ci poid yi.
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
Dindi Relasioŋ ci Mbind mi
Laaj yi ñuy faral di laaj
What is T5 and Text-to-Text Transfer?
T5 (Transformatëru joxe mbind ci mbind), ci Google ci 2019, dafay soppi bépp liggéeyu NLP, tekki, tënk, xaaj, ba ci régression, ni dundal ci mbind ak génne mbind. Benn format buñ boole muy may benn model ak benn rëset tàggat ñu mëna def ay fukki-fukki liggéey.
Lan mooy xalaat bi gëna fësal T5?
T5 dafay tekki, tënk, xaaj, ak leneen ci benn formaa bind-ci-bind di jëfandikoo ay prefix liggéey.
Ban arsitektir transformatër la T5 di jëfandikoo?
T5 wuute na ak BERT wala GPT bu dekodeer kese, T5 dafay jëfandikoo Transformatër enkodeer-dekodeer bu mat sëkk.
Ban mébetu tàggat yaram la T5 njëkka jëfandikoo?
T5 dafay maske span yu token yi, wecci bu nekk ak sentinel, ba noppi tàggat decoder bi ngir génne span yi ñàkk.
Ban corpus lañu njëkka tàggat T5?
T5 dañu ko tàggat ci C4, muy lu tollu ci 750GB ci mbindu web Common Crawl.
Ak naka la T5 di màndargaale liggéeyu xaaj bu melni jàngat yëg-yëg?
Ndax lépp text-to-text la, T5 dafay génne etiketu klaas bi ni string baat moo gën limu klaas bi.