Ƙaddamar Ƙaddamarwa
Ƙaddamar da ƙima shine aikin gano lokacin da kalmomi daban-daban a cikin rubutu suna magana akan abu ɗaya, kamar haɗa "ita" ko "shugaba" zuwa "Maria." Samun wannan haƙƙin yana da mahimmanci don injuna su fahimci ainihin wanene kuma menene nassi ke magana akai.
Zurfafa nutsewa
Harshen ɗan adam yana cike da gajerun hanyoyi. Muna gabatar da wani da suna, sa'an nan kuma mu kira su "shi," "ita," "su," "likita," ko "wannan matar" a duk lokacin da muke tattaunawa. Ƙaddamar da ƙima shine aikin NLP na haɗa duk waɗannan ambaton waɗanda ke nuna ainihin mahallin duniya ɗaya zuwa gungu. Ya haɗa da warware karin magana (wanda ake kira anaphora), da kuma haɗa jimlolin sunaye daban-daban waɗanda ke bayyana mahalli ɗaya. Wannan yana da mahimmanci saboda tsarin ƙasa, kamar amsa tambaya, taƙaitawa, da fassarar, suna ba da sakamako mara kyau idan ba za su iya faɗi cewa "shi" yana nufin kamfani ba samfur ba. Harka mai wuyar gaske shine tsarin Winograd, inda kalma ɗaya ta juya ma'anar: a cikin "Kwafin bai dace a cikin akwati ba saboda yana da girma," yanke shawarar ko "shi" shine ganima ko akwati yana buƙatar tunani na ainihi, ba kawai nahawu ba.
Fahimtar Fasaha
Tsarukan mahimmanci sun fara gano ambaton ɗan takara (sunaye, jimlolin suna, karin magana), sannan yanke shawarar wanda ya ambaci haɗin gwiwa. Samfuran jijiyoyi masu tasiri irin su ƙarshen-zuwa-ƙarshen madaidaicin madaidaicin madaidaicin maki nau'i-nau'i na rubutun rubutu kuma suna danganta kowane ambaton zuwa mafi yuwuwar abin da ya gabata, yana samar da gungu. Siffofin sun haɗa da tazara tsakanin ambato, yarjejeniya tsakanin jinsi da lamba, da haɗar mahallin mahallin daga ƙirar taswira waɗanda ke ɗaukar ma'ana. Kalubalen makirci na Winograd yana nuna dalilin da yasa nahawu kadai ya kasa: wasu hanyoyin haɗin gwiwa suna buƙatar ilimin duniya, kamar sanin manyan abubuwa ba su dace da ƙananan kwantena 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 Ƙaddamar Ƙaddamarwa
Manya-manyan ƙirar harshe yanzu suna ɗaukar mahimman bayanai a fakaice, suna warware karin magana a matsayin abin da ya haifar da karatun mahallin, wanda ya ɓata layi tsakanin ainihin ɗawainiya a matsayin ɗawainiya mai zaman kansa kuma a matsayin wani ɓangare na fahimtar gabaɗaya. Bincike yana matsawa zuwa ga shari'o'i masu wuya: dogayen takardu, tattaunawa mai jujjuyawa da yawa, jigon takaddun bayanai (mutum ɗaya a cikin labarai da yawa), da saitunan harsuna da yawa inda ƙa'idodin suna ya bambanta. Yi tsammanin jigon ya kasance mai fa'ida mai fa'ida ta fahimta da tunani na gaske, da shiru amma abu mai mahimmanci a cikin ingantacciyar taƙaitawa, bincike, da gina jadawalin ilimi.
Aiwatar da Gaskiyar Duniya
Taƙaice dai yana bin diddigin cewa "Sanata," "ita," da "Ms. Lee" mutum ɗaya ne don haka taƙaitawar ta kasance daidai.
Tsarin fassarar inji yana zabar madaidaicin karin magana ta hanyar warware wanda 'su' ke nufi a baya a cikin jumla.
Tsarin amsa tambayoyin da ke haɗa "kamfanin" da "shi" zuwa ga kamfanin da ya dace don amsa tambaya daidai.
Gina jadawali na ilimi daga labaran labarai ta hanyar haɗa ambato kamar "Apple," "Giant ɗin fasaha," da "mai yin iPhone" zuwa mahaɗan guda ɗaya.
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
Ƙaddamar LaMa-Ƙarfin Jiki
Tambayoyin da ake yawan yi
What is Coreference Resolution?
Ƙaddamar da ƙima shine aikin gano lokacin da kalmomi daban-daban a cikin rubutu suna magana akan abu ɗaya, kamar haɗa "ita" ko "shugaba" zuwa "Maria." Samun wannan haƙƙin yana da mahimmanci don injuna su fahimci ainihin wanene kuma menene nassi ke magana akai.
Menene ƙudurin asali?
Ƙungiyoyin ƙudirin ƙuduri suna ambaton, kamar suna, kwatance, da karin magana, waɗanda duk suna nuni zuwa ga mahalli na ainihi iri ɗaya cikin tari ɗaya.
A cikin jumlar "Maria ta kira 'yar uwarta saboda ta yi kewarta," magance karin magana "ita" misali ne na menene?
Haɗa karin magana baya ga sunan da ake nufi da shi ana kiran ƙudurin anaphora, ainihin ɓangaren ƙudurin ainihin.
Me yasa jumlar "Kwafin bai dace a cikin akwati ba saboda yana da girma sosai" wani lamari mai wuyar gaske (tsarin Winograd)?
Dukansu ' ganima' da 'akwati' suna da inganci na nahawu na gaba ga 'shi'; zabar daidai yana buƙatar sanin cewa wani abu mai girma ba zai dace ba, wanda shine ilimin duniya.
Me yasa ƙudurin ainihin mahimmancin ayyuka kamar taƙaitawa da amsa tambaya?
Idan tsarin ba zai iya faɗi cewa 'yana nufin' kamfani ne maimakon samfurin ba, amsoshi da taƙaitaccen bayani na iya zama kuskure a zahiri.
Ta yaya ƙirar jijiyoyi na zamani yawanci ke aiki a babban matsayi?
Siffofin jijiyoyi masu tsayi suna gano ambaton ɗan takara sannan su haɗa kowane ɗayan zuwa mafi yuwuwar kasancewarsa, gina gungu na ambaton haɗin gwiwa.