Dubawa
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.
Ƙimar Ƙaddamarwa wani ɓangare ne na tarin harshe-AI da ake amfani da shi don karantawa, ƙirƙira, rarrabawa, da canza rubutu da magana a sikeli.
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.
Jagoran Ƙaddamar Ƙarfafawa
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. Ƙimar Ƙaddamarwa wani ɓangare ne na tarin harshe-AI da ake amfani da shi don karantawa, ƙirƙira, rarrabawa, da canza rubutu da magana a sikeli. Don gina zurfin fahimta, bi Coreference Resolution azaman samfurin aiki, ba fasali ɗaya ba: ayyana sakamakon da ake so, fayyace zato, da raba abin da tsarin zai iya yi da dogaro daga abin da har yanzu yana buƙatar yanke hukunci na ƙwararru.
A aikace, ƙungiyoyi masu ƙarfi suna amfani da ƙira na Coreference Resolution yana sawa, dawo da, da sake duba madaukai azaman tsarin sadarwar haɗin gwiwa ɗaya. Suna rubuta ƙayyadaddun ƙa'idodin nasara, gwaji akan bayanan gaskiya da gudanawar aiki, da jujjuyawar bisa ga tsarin gazawar da aka lura maimakon cin nasara na lokaci ɗaya. Wannan shine inda fahimtar ka'idar ta juya zuwa iyawa mai dorewa a cikin samfura, manufofi, da ayyuka.
Gudun aikin harshe na iya tafiya da sauri ba tare da sadaukar da daidaito ba. A lokaci guda, abubuwan da ba a iya gani ba na iya shigar da rahotanni cikin nutsuwa, kwararar goyan baya, ko abubuwan bincike. Hanyar da ta fi dacewa ita ce haɗa saurin gwaji tare da horon gudanarwa: gudanar da matukin jirgi, kama shaida, buga rajistan ayyukan yanke shawara, da ci gaba da sabunta abubuwan tsaro kamar yadda halayen ƙira, tsammanin mai amfani, da buƙatun tsari ke tasowa.
Dabarun Tasiri
Gudun aikin harshe na iya tafiya da sauri ba tare da sadaukar da daidaito ba.
Gudun aikin harshe na iya tafiya da sauri ba tare da sadaukar da daidaito ba. A cikin ƙawance masu inganci, ana fassara wannan zuwa ƙa'idodin aiki waɗanda za a iya aunawa, iyakokin ikon mallaka, da kuma bita-da-kullin bita don ƙungiyoyi su iya haɓaka kwarin gwiwa a maimakon ɓata shakku.
Yana faɗaɗa damar shiga cikin harsuna da salon sadarwa.
Yana faɗaɗa damar shiga cikin harsuna da salon sadarwa. A cikin ƙawance masu inganci, ana fassara wannan zuwa ƙa'idodin aiki waɗanda za a iya aunawa, iyakokin ikon mallaka, da kuma bita-da-kullin bita don ƙungiyoyi su iya haɓaka kwarin gwiwa a maimakon ɓata shakku.
Ƙungiyoyi za su iya ciyar da ƙarin lokaci akan hukunci yayin da aiki da kai ke sarrafa maimaitawa.
Ƙungiyoyi za su iya ciyar da ƙarin lokaci akan hukunci yayin da aiki da kai ke sarrafa maimaitawa. A cikin ƙawance masu inganci, ana fassara wannan zuwa ƙa'idodin aiki waɗanda za a iya aunawa, iyakokin ikon mallaka, da kuma bita-da-kullin bita don ƙungiyoyi su iya haɓaka kwarin gwiwa a maimakon ɓata shakku.
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 mahalli ɗaya.
Hanyoyin Aiwatarwa
Ƙaddamar Ƙaddamarwa a aikace
Takaitacciyar hanyar kiyaye hanya daidai cewa "Sanata," "ita," da "Ms. Lee" mutum ɗaya ne don haka taƙaitawar ta kasance daidai.
Mai taƙaitawa daidai yake kiyaye waƙa cewa "Sanata," "ita," da "Ms. Lee" mutum ɗaya ne don haka taƙaitawar ta tsaya daidai Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓaka ɗan adam don shari'o'i, da kuma bin diddigin abubuwan da ake samu da kuma tsadar kuɗi a kan lokaci.
Ƙaddamar Ƙaddamarwa a aikace
Tsarin fassarar inji yana zabar madaidaicin karin magana ta hanyar warware wadanda 'su' ke nufi a baya a cikin jumlar.
Tsarin fassarar inji yana zaɓar madaidaicin suna ta hanyar warware waɗanda 'su' ke nufi a baya a cikin jimla Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don ƙararraki, da bin diddigin nasarorin samarwa da tsadar kurakurai a kan lokaci.
Ƙaddamar Ƙaddamarwa a aikace
Tsarin amsa tambayoyin da ke haɗa "kamfanin" da "shi" zuwa ga madaidaicin kamfani don amsa tambaya daidai.
Tsarin amsa tambayoyin da ke haɗa "kamfanin" da "shi" zuwa ga kamfani mai dacewa don amsa tambaya daidai Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don shari'o'i, da kuma bin diddigin nasarorin da ake samu da kuma tsadar kuɗi a kan lokaci.
Ƙaddamar Ƙaddamarwa a aikace
Gina jadawali na ilimi daga labaran labarai ta hanyar haɗa ambato kamar "Apple," "Giant ɗin fasaha," da "mai yin iPhone" zuwa mahalli ɗaya.
Gina jadawali na ilimi daga labaran labarai ta hanyar haɗa ambaton kamar "Apple," "giant ɗin fasaha," da "mai yin iPhone" a cikin ƙungiyoyi ɗaya yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don ƙararraki, da bin diddigin nasarorin samarwa da ƙimar kuskure akan lokaci.
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.
Ƙayyade tsarin fitarwa, sautin, da ma'auni masu inganci kafin fitowa. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Amsa a ƙasa tare da amintattun tushe a duk lokacin da daidaito ya shafi mahimmanci.
Amsa a ƙasa tare da amintattun tushe a duk lokacin da daidaito ya shafi mahimmanci. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Ajiye wurin binciken ɗan adam don abubuwan da ake samu masu girma.
Ajiye wurin binciken ɗan adam don abubuwan da ake samu masu girma. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Bibiyar tsarin gazawar kuma sake horar da tsokaci ko tafiyar aiki akai-akai.
Bibiyar tsarin gazawar kuma sake horar da tsokaci ko tafiyar aiki akai-akai. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.