Seetug beam buñ teg loxo ak ay tënk
Seetug limyéer bu tënk dafay forse génnug modelu làkk bi mu mëna dëppoo ak sàrt yu tar, lu ci melni boole ci ay baat yuñ tànn wala méngoo ak nàfar, fekk mingi wéy di seet mbind mi gëna wóor.
Résumé
It guarantees structure that plain sampling cannot promise.
Plongeur bu xóot
Seetug trame ordinaire dafay tëye top-k bi gëna am wërsëg ci toppalante pàrtiel yi ('trame') ci jéego bu nekk ba noppi di leen yokk, tànn bi gëna mat. Seetug beam buñu teg loxo wala buñu tënk dafay yokk sàrt yi génne gu mujj gi wara topp, lu ci melni 'baatu pont ak dex dañu wara feeñ' wala 'sorte bi dafa wara nekk JSON bu baax.' Decodage lexical buñ tënk (Hokamp ak Liu, 2017) ak Grid Beam Search dañuy yamale beam yi ci ñaata tënk lañu satisfaire, lépp ngir bépp token buñ soxla mujjee feeñ. Post ak Vilar's Dynamic Beam Allocation defnañu lii gëna xéewale ci bànkeer ay xar kanam ci wàllu yokkute. Sistem yu bees yi itam dañuy jëfandikoo dekodage bu tënku ci grammaire: ci jéego bu nekk masin bu am stade fini wala grammaire bu amul context dafay maske distribution token bi, suko defee token yiy tëye génne gi kese lañuy nangu. Noonu la jumtukaay yi di joxee JSON, SQL, wala woote API yuñ mëna jàngat ci anam wu wóor.
Gis-gis xarala
Li am solo mooy nga topp, ci traverse bu nekk, ban tënk lañu mëna saafara. Beams yi dañu leen boole ci satisfaction state, kon ay pexe yu xaaj yi def benn baat buñu soxla ñu joŋante ak ñi ko deful, di tere ñu bari-probabilite waaye constraint-violating sequences ñu gëna xëcc ñépp. Variante yu sukkandiko ci nàfar dañuy xayma benn masku jeton ci jéego bu nekk ci benn otomaat, di zero probabilite bu benn jeton buy dog nàfar bi balaa model bi di jël misaal.
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 Seetug Beam Guided ak ay jafe-jafe
Decodage constrainte mingi nekk yaxu ndigg ci jëfandikoo jumtukaay bu wóor ak génne gu jaar yoon. Bibliothèque yiy dajale JSON Schema wala expression reguleer ci masku token yu gaaw (lu melni Outlines ak njubluwaay bi) dañuy boole ci serwëru inference yu mag yi. Xaarandil ay jafe-jafe ci wàllu nàfar boole ci dekodaas bu speculatif ngir gaawaay, ak jàng 'soft' tegtal buy jubal ci stil wala kaaraange targets te amul brittleness ci sàrt yu dëgër.
Doxal ci àdduna dëgg
Forse tekkikatu masin bi mu am ab terminoloji buñu soxla
Garantie ab LLM defay genne JSON buy valider ci ab schema buñu jox ngir woote API
tënk SQL biñ defar ci tablo ak kolon grammaire base de done
Dugalal ay baatu-caabi yuñ wara def ci biir yëgle wala ci biir leerali produit
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
Seetug Beam
Laaj yi ñuy faral di laaj
What is Guided Beam Search with Constraints?
Seetug limyéer bu tënk dafay forse génnug modelu làkk bi mu mëna dëppoo ak sàrt yu tar, lu ci melni boole ci ay baat yuñ tànn wala méngoo ak nàfar, fekk mingi wéy di seet mbind mi gëna wóor. Dafay garanti structure bi échantillonnage bu leer mënul dige.
Lan mooy seetlu beam bu leer ci jéego bu nekk ci jamono?
Seetug beam dafay tëye k yi gëna am poñ ci wàllu pàcc (beams) ba noppi di leen yokk, di ekilibre yaatuwaayu seetug ak njëg.
naka la pexe yu tënk ci wàllu lexical yu melni Grid Beam Search di yamale ay traverse?
Beams yi dañu leen boole ci seen nekkin constraint-satisfaction suko defee génnug partiel yi def kàddu yiñ soxla mën nañu joŋante ci anam wu jaar yoon.
Ci dekodage bu tënku ci grammaire, naka lañuy tere génne gu baaxul?
Benn masin wala grammaire bu am etaa finite dafay defar masku jéego bu nekk buy nul bépp jeton buy tax toppalante bi baña baax.
Ban jafe-jafe la xaaj Dynamic Beam di saafara?
Pexem Post ak Vilar dafay xaaj kàttan limyéer ci biir réew yu am jafe-jafe, loolu mooy tax seetlu bi gëna am njariñ ci wàllu lexical.
Lan moo waral ay jafe-jafe yu tar mëna dindi ay toppalante yu baax te amul benn jëfandikoo bu amul benn werante?
Buñu boolewul ci etaa constraint, beams yu fluent waaye yu dul déggal dina ñu am top-k slots, kon etaa yiy yokkute dañu wara bokk ci joŋante.