Cikowar Ramin da Gano Niyya
Gano niyya yana ƙididdige abin da mai amfani ke so, kuma cikewar ramin yana fitar da takamaiman bayanan da ake buƙata don yin aiki da shi.
Dubawa
Together they turn messy spoken or typed requests into structured commands assistants can execute.
Zurfafa nutsewa
Cika ramuka da gano niyya sune tushen tsarin tattaunawa masu dogaro da kai kamar mataimakan kama-da-wane da botts. Idan aka ba da 'littafin jirgin daga Boston zuwa Denver ranar Juma'a mai zuwa,' gano niyya yana rarraba duka furcin a matsayin 'book_flight,' yayin da alamar cikar ramuka ta shiga cikin filayen da aka buga: asalin=Boston, makoma=Denver, kwanan wata= Juma'a mai zuwa. Cika ramin yawanci ana tsara shi azaman lakabin jeri tare da alamun BIO (Farawa, Ciki, Waje) don haka ana ɗaukar ƙimar kalmomi da yawa daidai. Ayyukan biyu an haɗe su tam-sanin abubuwan da ke da niyya waɗanda ramummuka suka dace-don haka tsarin zamani ya horar da su tare, raba rikodi guda ɗaya. Matsalolin bayanai sun haɗa da ATIS (tafiya na jirgin sama) da SNIPS. Daidaitaccen cikewar ramin shine abin da ke bawa mataimaki ya cika ainihin kiran API maimakon kawai hasashe burin mai amfani.
Fahimtar Fasaha
Misalin haɗin gwiwa na yau da kullun yana ɓoye furcin tare da na'ura mai canzawa ko BiLSTM, sannan yana amfani da kawuna biyu: madaidaicin matakin jimla akan wakilcin da aka haɗa yana annabta manufar, yayin da kowane-token classifier ke sanya alamun ramin BIO ga kowace kalma. Horon haɗin gwiwa yana raba mai rikodin don haka siginar niyyar sanar da yanke shawarar ramin da akasin haka. Layer na CRF a saman alamun ramummuka na iya tilasta madaidaicin jeri na lakabi, hana sauye-sauyen da ba zai yiwu ba kamar alamar 'Ciki' ba tare da 'Fara' na gaba ba.
Dabarun Tasiri
Gudu da sikelin
Gudun aikin harshe na iya tafiya da sauri ba tare da sadaukar da daidaito ba.
Shiga ku isa
Yana faɗaɗa damar shiga cikin harsuna da salon sadarwa.
Shawarwari masu haske
Ƙungiyoyi za su iya ciyar da ƙarin lokaci akan hukunci yayin da aiki da kai ke sarrafa maimaitawa.
Makomar Cikowar Ramin da Gano Niyya
Filin yana motsawa zuwa manyan nau'ikan harshe waɗanda ke ɗaukar intents da ramummuka a cikin harbi ɗaya, sau da yawa sifili, ta hanyar samar da ingantaccen fitarwa kamar JSON kai tsaye daga faɗakarwa. Wannan yana rage buƙatar bayanan horo mai alamar hannu kuma yana goyan bayan buƙatun buƙatun buƙatun da yawa. Yi tsammanin haɗin kai tare da APIs na kiran aiki, mafi kyawun sarrafa juyowa da mahallin, da tsarin harsuna da yawa waɗanda ke gabaɗaya zuwa sabbin yankuna ba tare da sake horarwa ba.
Aiwatar da Gaskiyar Duniya
Mataimakin murya yana tantance 'sata ƙararrawa da ƙarfe 7 na safe' cikin niyya = saita_alarm, lokacin ramin = 7 na safe
Asali, makõma, da kwanan wata don cike API ɗin binciken jirgin sama
Taimakon abokin ciniki wanda ke gano niyya kamar 'cancel_order' don jagorantar tattaunawar
Smart-home yana ba da umarnin juya 'rasa fitulun falo zuwa kashi 50' zuwa na'ura, daki, da ramummuka.
Hatsari & Tsare-tsare
Abubuwan da aka ruɗe suna iya shigar da rahotanni cikin nutsuwa, kwararar tallafi, ko abubuwan bincike.
Hankali na gaggawa na iya ƙirƙirar sakamako mara daidaituwa a cikin buƙatun iri ɗaya.
Za a iya fallasa bayanan rubutu mai ma'ana idan ikon samun dama yana da rauni.
Taswirar Hanya
Ƙayyade tsarin fitarwa, sautin, da ma'auni masu inganci kafin fitowa.
Amsa a ƙasa tare da amintattun tushe a duk lokacin da daidaito ya shafi mahimmanci.
Ajiye wurin binciken ɗan adam don abubuwan da ake samu masu girma.
Bibiyar tsarin gazawar kuma sake horar da tsokaci ko tafiyar aiki akai-akai.
Ci gaba da Bincike
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Jagora na gaba
Gane Abu
Tambayoyin da ake yawan yi
What is Slot Filling and Intent Detection?
Gano niyya yana ƙididdige abin da mai amfani ke so, kuma cikewar ramin yana fitar da takamaiman bayanan da ake buƙata don yin aiki da shi. Tare suna juyar da buƙatun magana mara kyau ko buga buƙatun zuwa ƙayyadadden umarni mataimaka zasu iya aiwatarwa.
Menene bambanci tsakanin gano niyya da cika rami?
Gano niyya yana rarraba burin mai amfani ga duka furcin, yayin da cikewar ramin ke fitar da bayanan da aka buga don yin aiki da shi.
A cikin 'Littafin jirgin daga Boston zuwa Denver,' menene nufi?
Babban burin furcin shine yin ajiyar jirgin, don haka alamar niyya shine book_flight; Boston da Denver sune darajar ramuka.
Me yasa yawancin ramukan cika ramuka ana tsara su azaman lakabin jeri tare da alamun BIO?
Alamomin BIO (Farko, Ciki, Waje) alama inda ƙima mai yawa ke farawa kuma ta ci gaba, don haka jimloli kamar 'Jumma'a mai zuwa' ana ɗaukar su azaman ramuka ɗaya.
Me yasa tsarin zamani ke horar da gano niyya da cika rami tare?
Sanin manufar yana ƙuntata ramummuka masu dacewa da akasin haka, don haka mai rikodin rikodi yana inganta ayyukan biyu.
Wace rawa Layer CRF zai iya takawa a saman alamun ramummuka?
Tsarin CRF na dogaro tsakanin alamun da ke kusa, yana hana jerin abubuwan da ba bisa ka'ida ba kamar alamar Ciki ba tare da farkon farawa ba.