Feesal bërëb ak gis yéene
Intent detection dafay wane li jëfandikukat bi bëgg, ba noppi feesal barab bi dafay génne leeral yiñ soxla ngir mëna jëfandikoo ci.
Résumé
Together they turn messy spoken or typed requests into structured commands assistants can execute.
Plongeur bu xóot
Feesal barab yi ak gis mébet yi ñooy xët wi ci sistemu waxtaan yiñ jagleel liggéey, lu ci melni assistant virtuel yi ak chatbot yi. Buñu joxee 'Reserve ab avion buy joge Boston dem Denver ci Aljuma bi jubsi,' gis-gis bi dafay xaaj wax ji yépp ni 'book_flight,' ci noonu la etiketu feesal barab yi di duggu ci barab yuñ bind: cosaan=Boston, yegg=Denver, bis=Aljuma bi jubsi. Feesal xarxar dañu koy faral di kaadre ni etiketu toppalante ak etiketu BIO (Tàmbali, Ci biir, Biti) suko defee ñu jàpp valeur yu bari ci anam wu jaar yoon. Ñaari liggéey yooyu dañu lëkkaloo bu baax - xam mébet yi am ci ay slot yu am solo - kon sistem yu bees yi dañu leen di tàggat ñoom ñaar, bokk benn encoder. Done yiñ jëfandikoo ngir seetlu dañuy àndaale ak ATIS (tukki ci avion) ak SNIPS. Feesal barab bu jaar yoon mooy may assistant bi feesal wootu API bi dëgg, du xalaat rek mébetu jëfandikukat bi.
Gis-gis xarala
Benn xeetu lëkkaloo buñ miin dafay kode wax ji ak transformatër wala BiLSTM, ba noppi jëfandikoo ñaari bopp: benn xeetu frase ci kaw représentation pooled bi dafay wax luy waaja am, ci noonu la xeetu token bu nekk di jox etiketu BIO ci baat bu nekk. Taggat yaram buñ bokk dafay séddoo encoder bi suko defee siñaal biy yëgle dogal yiñ jël ci barab bi, te noonu la ci beneen wàll bi. Benn couche CRF ci kaw etiketu slot yi mën na tëral etiket yu baax, di tere jaar-jaar yu mënatul am lu melni etiketu 'Ci biir' bu amul 'Tàmbali' bu jiitu.
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 feesal xarxar ak gis yéene
Barab bi mingi jubal ci xeetu làkk yu mag yuy jëfandikoo ay mébet ak ay barab ci benn yoon, lu bari zero-shot, ci defar ay génne yuñ yamale yu melni JSON ci laaj bi. Loolu wàññi na soxla done tàggat yaram yuñ bind ak loxo, ba noppi jàppale laajte yu ubbeeku, yu bari mébet. Xaarandi lëkkaloo bu gëna dëgër ak API yiy woo ay fonction, gëna mëna jëfandikoo turn ak muy tekki, ak sistem yu bari làkk yuy yamale ci domen yu bees te doo tàggataat.
Doxal ci àdduna dëgg
Jàppalekatu baat buy jàngat 'defar ab rewey ngir 7 waxtu ci suba' ci intent = set_alarm, waxtu slot = 7 waxtu ci suba
Ab chatbot tukki buy genne fimu joge, fi muy dem ak bis bi ngir feesal API seetug naaw
Routing ndimbalu kiliyaan biy gis ay mébet yu melni 'cancel_order' ngir yóbbu waxtaan wi
Komàndu kër yu xarañ yi dañuy soppi 'làmp yi ci saal bi ba 50 pursaa' ci aparey, néeg ak barabu niveau
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
Gis mbir
Laaj yi ñuy faral di laaj
What is Slot Filling and Intent Detection?
Intent detection dafay wane li jëfandikukat bi bëgg, ba noppi feesal barab bi dafay génne leeral yiñ soxla ngir mëna jëfandikoo ci. Ñu bokk soppi laajte yuñ wax wala bind yu jaxasoo, ñu nekk komand yuñ yamale yu assistant yi mëna def.
Lan mooy wuutale gis yéene ak feesal pax mi?
Intent detection dafay xaaj mébetu jëfandikukat bi ci wax ji yépp, ci noonu la slot filling di génne ay detay yuñ bind ngir mëna jëfandikoo ci.
Ci 'Reserve avion buy joge Boston dem Denver,' lan mooy mébet bi?
Lu gëna am solo ci wax ji mooy book ab vol, kon etiketu mébet bi mooy book_flight; Boston ak Denver ay valeur yu am solo lañu.
Lan moo waral ñuy faral di def feesal xarxar ni etiketu toppalante ak etiketu BIO?
Etiketu BIO (Tàmbali, Ci biir, Biti) dañuy màndargaal fi valeur multi-token tàmbalee ak wéy, kon frase yu melni 'Aljuma bi ci topp' dañu leen jàpp ni benn barab.
Lan moo waral sistem yu bees yi di tàggat gis-gis ak feesal bërëb yi?
Xam mébet bi dafay tënk ay barab yu am solo ak luko moy, kon encoder buñ bokk dafay gëna baaxal ñaari liggéey yi.
Ban cër la layer CRF mëna def ci kaw etiketu slot yi?
CRF dafay wane dependency yi ci digganté etiket yi ci wetam, di tere toppalante yudul yoon yu melni etiketu Inside bu amul Begin bu njëkk.