Modèle niveau de byte sans tokeniser
Modèle yi amul tokenizer dañuy bàyyi vocabulaire fixe bi ci ay piyeesu baat, ñu liggéey ci byte yu ñor yi, bàyyi benn model mu mëna jëfandikoo làkk wumu mëna doon, kode, wala sax bind bu bari bruit te du am benn jéego bu yomb.
Résumé
This matters because the tokenizer is one of the last hand-built, English-biased components in an otherwise learned pipeline.
Plongeur bu xóot
Modèlu làkk yu bari dañuy njëkka dagg mbind ci ay token yu ndaw, ñu jëfandikoo vokabileer bu takku bu algorithm bu melni Encodage Byte-Pair (BPE) tabax. Tokenizer bii dañu koy dogal benn yoon, balaa ñuy tàggat, te du musa jàng. Dafay yokk njëg yi ci lakk yi mu dul joxe leeral yu bari, di yàq lim yi ak kàddu yu bariwul, ba noppi di dindi ay njuumte ci bind. Lu moy loolu, xeetu byte yi dañuy jàng byte UTF-8 yu ñor yi (256 valeur yu mëna am) ci saasi. Jéem yu njëkk yu melni ByT5 liggéey nañu waaye yeex, ndax toppalante byte yi ñoo gëna gudd toppalante token yi. Design yu bees yu melni Byte Latent Transformer (BLT) dañuy boole byte yi ci ay 'patch' yuy soppiku, lépp di aju ci ni byte bu nekk di doxee, ñuy jëfandikoo ordinatër fi mbind mi jafe, di skimming fi yomb. Lépp soo ko boolee mu am kalite buy joŋante te amul benn vocabulaire.
Gis-gis xarala
Jafe-jafe bi gëna mag mooy guddaayu toppalante bi: frase bu am 20 token mën na nekk 100+ bytes, te njëgu bàyyi xel dafay màgg ak guddaay bi. BLT dafay saafara jafe-jafe yii ci patch bu sukkandiko ci entropi. Reseau bu ndaw bu am niveau byte mooy wax luy waaja am ci byte bu ci topp; fu ñàkka wóor (entropi) yéeg, dañuy def benn peggu patch. Region yu dëgër, yu bari xibaar yi dañuy am ay patch yu gàtt ak ay calcul yu gëna bari, ci noonu lañuy boole ay run yuñ mëna seentu. Transformatër bu mag dafay dox ci kaw ay patch, du ay byte, ngir defaraat efficacité 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 model yu amul Tokenizer
Xaarandil jegewaale niveau byte ngir gëna gaaw tasaaroo ci làkk yu bari, kode, ak jekkal dugal bruit fu tokenizers yi gëna ñàkk, ak ci agent yiy jaxase mbind, done yuñ yamale, ak màndarga yu wuute. Bi patching dynamique di màgg, njaay bu yàgg bi am ci diggante neexaay ak gaawaay mingi wéy di wàññeeku, moo tax 'amul tokenizer' nekk default bu dëggu te baña nekk curiosité gëstu. Design yi amul tokenization itam dañuy yombal jëfandikoo gi, ndax benn model mën na liggéey ci script bu nekk te doo tàggataat vocabulaire bi.
Doxal ci àdduna dëgg
Liggéeyukaay làkk yu néew doole yu melni Amharic wala Khmer yu baatu BPE yiñ miin dañu xaajaloo nekk pàcc yu amul benn njariñ.
Liggéeyu kodu cosaan bi nga xamni barab bu weex, lëndëm, ak ràññeekaay yu bariwul luñuy am solo, te ay token dañuy faral di jaxasoo.
Liggéey ci mbind yu am bruit yu melni OCR, njuumti ci ortograafi ci reso sosio, ak emoji te model bi du jàppee njuumti bind ni ay token yuñu xamul.
Liggéey benn model global ci téemeeri script ak sistem bind te doo toppatoo wala tàggataat benn tokenizer bu wuute ci gox bu nekk.
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
TF-IDF ak xeetu sac-de-mots
Laaj yi ñuy faral di laaj
What is Tokenizer-Free Byte-Level Models?
Modèle yi amul tokenizer dañuy bàyyi vocabulaire fixe bi ci ay piyeesu baat, ñu liggéey ci byte yu ñor yi, bàyyi benn model mu mëna jëfandikoo làkk wumu mëna doon, kode, wala sax bind bu bari bruit te du am benn jéego bu yomb. Loolu lu am solo la ndax tokenizer bi bokk na ci lëf yi ñu mujjee tabax ak loxo, yu jëm ci Àngle ci benn pipeline buñ jàng.
Lan la modelu niveau byte bu amul tokenizer di jàng ni ay unité de input?
Modèle niveau byte yi dañuy dox ci kaw byte yu bees yi ci mbind mi, ci ñoom 256 valeur yu mëna am kese lañu ci mëna am, te soxlawul benn vocabulaire token bu takku.
Lan mooy njariñ li gëna mag ci joxe byte yu ñor ci transformatër buñ miin?
Benn passage bu am fukki-fukki token yu néew mën na ëpp téemeeri byte, te njëgu bàyyi xel dafay màgg ak guddaayi sequence, kon model byte yu naïf yi dañu yeex.
Naka lay def ba Transformateur Latent Byte (BLT) di xam fuñu wara boole ay byte ci ay patch?
BLT dafay def ay peggu patch fu model bu ndaw bi next-byte incertainty yéeg, di jox gox yu dëgër yi ñu gëna mëna xayma ak boole ay run yuñ mëna seentu.
Lan moo waral ñuy jàppee tokenizers BPE yi ni dañu tënku ci Àngle?
Ndax te vocabulaire bi dafa tabax ci benn corpus bu Anngele ëppale, lakk yi ñu joxul cëram ñungi xaajaloo ci ay token yu bari, di yokk seen njëg.
Lan mooy benn ci njariñ yi ci dindi tokenizer bi lëmm?
Amul benn vocabulaire bu takku, benn model niveau byte mën na jëfandikoo bépp sistem bind ak bépp ensemble symbol te du am tokenizer bu nekk ci làkk wi.