Ndochi oghere na nchọpụta ebumnuche
Nchọpụta ebumnobi na-achọpụta ihe onye ọrụ chọrọ, na oghere oghere na-ewepụta nkọwa akọwapụtara nke achọrọ iji mee ya.
Nchịkọta
Together they turn messy spoken or typed requests into structured commands assistants can execute.
Ime miri emi
Ndochi oghere na nchọpụta ebumnobi bụ isi nke sistemụ mkparịta ụka na-arụ ọrụ dị ka ndị enyemaka mebere na nkata. Nyere 'Dọọ ụgbọ elu site na Boston gaa Denver na Fraịde na-abịa,' nchọpụta ebumnuche na-ekewapụta okwu niile dị ka 'book_flight,' ebe mkpado ndochi oghere na-abanye n'ime mpaghara pịnyere: origin=Boston, ebe =Denver, ụbọchị = Fraịde na-esote. A na-edobe ndochi oghere dị ka akara usoro na mkpado BIO (Malite, Inside, Out) ya mere a na-ejide ụkpụrụ ọtụtụ okwu n'ụzọ ziri ezi. Ejikọtara ọrụ abụọ a nke ọma-ịmara ebumnuche ebumnuche nke oghere dị mkpa - yabụ sistemụ ọgbara ọhụrụ na-azụ ha ọnụ, na-ekekọrịta otu koodu. Ntọala data benchmark gụnyere ATIS (njem ụgbọ elu) na SNIPS. Ndochi oghere ziri ezi bụ ihe na-ahapụ onye inyeaka mejupụta oku API n'ezie kama ịkọpụta ebumnuche onye ọrụ.
Nghọta nka nka
Ụdị ihe jikọrọ ọnụ na-ejikọta okwu ahụ na transformer ma ọ bụ BiLSTM, wee na-eji isi abụọ: ọkwa ọkwa nkebiokwu n'elu ihe nnochite anya na-ebu amụma ihe e bu n'obi, ebe onye nhazi nke ọ bụla na-ekenye ohere ohere BIO na okwu ọ bụla. Ọzụzụ nkwonkwo na-ekekọrịta koodu nrụbama ka ebumnuche ebumnuche na-agwa mkpebi oghere yana ọzọ. Otu oyi akwa CRF dị n'elu mkpado oghere nwere ike manye usoro akara akara dị mma, na-egbochi mgbanwe agaghị ekwe omume dị ka mkpado 'N'ime' na-enweghị 'Malite' bu ụzọ.
Mmetụta atụmatụ
Ọsọ na ọnụ ọgụgụ
Usoro ọrụ asụsụ nwere ike ịga ngwa ngwa n'achụghị nkwụsi ike.
Nweta na iru
Ọ na-agbasawanye ohere n'ofe asụsụ na ụdị nzikọrịta ozi.
Mkpebi doro anya
Ndị otu nwere ike itinyekwu oge na ikpe ebe akpaaka na-ejikwa nkwughachi.
Ọdịnihu nke ndochi oghere na nchọpụta ebumnuche
Ugbo a na-aga n'ihu n'ụdị asụsụ buru ibu nke na-ejikwa intents na oghere n'otu égbè, na-abụkarị ihe efu, site na ịmepụta mmepụta ahaziri ahazi dị ka JSON ozugbo site na ngwa ngwa. Nke a na-ebelata mkpa maka data ọzụzụ akara aka ma kwado arịrịọ mmeghe, ọtụtụ ebumnuche. Na-atụ anya mwekota siri ike na API ndị na-akpọ ọrụ, njikwa ntugharị na ọnọdụ nsonye ka mma, yana sistemu asụsụ dị iche iche na-agbakọta na ngalaba ọhụrụ na-enweghị ọzụzụ.
Mmejuputa n'ezie n'ụwa
Onye enyemaka olu na-atụgharị 'tọọ mkpu maka elekere asaa nke ụtụtụ' n'ime ebumnuche = set_alarm, oge oghere = 7 am
Njem nkata nkata na-ewepụta mmalite, ebe ebe na ụbọchị iji mejupụta API ụgbọ elu
Ntugharị nkwado ndị ahịa na-achọpụta ebumnuche dịka 'kagbuo_order' iji duzie mkparịta ụka ahụ
Smart-home nyere iwu ịtụgharị 'ọkụ ụlọ ahụ ka ọ bụrụ pasenti 50' ka ọ bụrụ ngwaọrụ, ọnụ ụlọ, na oghere dị larịị.
Ihe ize ndụ & okporo ụzọ nche
Eziokwu ndị e chepụtara echepụta nwere ike jiri nwayọ tinye akụkọ, nkwado nkwado, ma ọ bụ nsonaazụ nyocha.
Mmetụta ngwa ngwa nwere ike ịmepụta nsonaazụ na-ekwekọghị ekwekọ n'ofe arịrịọ ndị yiri ya.
Enwere ike ikpughe data ederede nwere mmetụta ma ọ bụrụ na njikwa ohere adịghị ike.
Map mmejuputa
Kọwaa usoro mmepụta, ụda, na ụkpụrụ ịdịmma tupu ibugharị.
Weghachite nzaghachi site na isi mmalite ntụkwasị obi mgbe ọ bụla izi ezi dị mkpa.
Debe ebe nleba anya mmadụ maka mpụta dị elu.
Sochie ụkpụrụ ọdịda ma na-azụghachi mkpali ma ọ bụ usoro ọrụ mgbe niile.
Nọgide na-eme nchọpụta
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Ntuziaka na-esote
Nchọpụta ihe
Ajụjụ a na-ajụkarị
What is Slot Filling and Intent Detection?
Nchọpụta ebumnobi na-achọpụta ihe onye ọrụ chọrọ, na oghere oghere na-ewepụta nkọwa akọwapụtara nke achọrọ iji mee ya. Ha na-atụgharị arịrịọ na-adịghị mma ma ọ bụ pịnye ka ọ bụrụ iwu ahaziri ahazi ndị enyemaka nwere ike ime.
Kedu ihe dị iche n'etiti nchọpụta ebumnobi na njuputa oghere?
Nchọpụta ebumnobi na-ekewa ebumnobi onye ọrụ maka okwu niile, ebe ndochi oghere na-ewepụta nkọwa ndị e denyere chọrọ iji mee ya.
Na 'Dọọ ụgbọ elu si Boston gaa Denver,' gịnị bụ ebumnuche?
Ebumnuche n'ozuzu nke okwu a bụ ide akwụkwọ ụgbọ elu, yabụ akara ebumnuche bụ book_flight; Boston na Denver bụ ọnụ ahịa oghere.
Kedu ihe kpatara eji ahazi ndochi oghere dị ka akara usoro na mkpado BIO?
BIO mkpado (Malite, Inside, Outside) akara ebe uru ọtụtụ token na-amalite ma na-aga n'ihu, yabụ na-ejide mkpụrụokwu ndị dị ka 'Friday na-esote' dị ka otu oghere.
Kedu ihe kpatara sistemụ ọgbara ọhụrụ ji azụ nchọpụta ebumnuche na njuputa oghere ọnụ?
Ịmara ebumnobi ahụ na-egbochi oghere ndị dị mkpa na nke ọzọ, ya mere koodu nzuzo na-eme ka ọrụ abụọ ahụ dịkwuo mma.
Kedu ọrụ oyi akwa CRF nwere ike ịrụ n'elu mkpado oghere?
Ụdị CRF dabere n'etiti mkpado dị n'akụkụ, na-egbochi usoro iwu na-akwadoghị dị ka mkpado N'ime na-enweghị mmalite bu ụzọ.