Icyemezo Cyibanze
Icyemezo cya Coreference nigikorwa cyo kumenya igihe amagambo atandukanye mumyandiko yerekeza kukintu kimwe, nko guhuza "we" cyangwa "umuyobozi mukuru" na "Maria." Kubona ubu burenganzira ni ngombwa kugirango imashini zumve neza uwo n'icyo igice kivuga.
Kwibira cyane
Ururimi rwumuntu rwuzuye ama shortcuts. Tumenyekanisha umuntu mwizina, hanyuma tumwita "we," "we," "bo," "umuganga," cyangwa "uriya mugore" mubiganiro byose. Igisubizo cya Coreference nigikorwa cya NLP cyo guteranya ibyo byose byerekana ikintu kimwe nyacyo-isi mumatsinda. Harimo gukemura insimburangingo (bita anaphora), kimwe no guhuza interuro zitandukanye zisobanura ikintu kimwe. Ibi bifite akamaro kuko sisitemu yo hasi, nkibisubizo byibibazo, incamake, hamwe nubusobanuro, bitanga ibisubizo bitari byiza niba badashobora kuvuga ko "bivuze" isosiyete ntabwo ari ibicuruzwa. Urubanza rukomeye ni gahunda ya Winograd, aho ijambo rimwe rihindura ibisobanuro: muri "Igikombe nticyari gikwiye mu ivarisi kuko cyari kinini cyane," guhitamo niba "ari" igikombe cyangwa ivalisi bisaba gutekereza ku isi, ntabwo ari ikibonezamvugo gusa.
Ubushishozi
Sisitemu ya Coreference ibanza kumenya abakandida bavuga (amazina, interuro yizina, insimburazina), hanyuma uhitemo ibivugwa hamwe. Ingero zifatika zifatika nkimpera-iherezo-ya-urutonde-yegereyegere yerekana amanota abiri yinyandiko hanyuma ugahuza buri kintu nacyo gishobora kuba cyarahozeho, kigakora cluster. Ibiranga harimo intera iri hagati yo kuvugwa, uburinganire numubare wamasezerano, hamwe no gushiramo imiterere kuva moderi ya transformateur ifata ibisobanuro. Igishushanyo mbonera cya Winograd cyerekana impamvu ikibonezamvugo cyonyine cyananiranye: amahuza amwe arasaba ubumenyi bwisi, nko kumenya ibintu binini bidahuye nibintu bito.
Ingaruka z'Ingamba
Umuvuduko n'igipimo
Ururimi rwakazi rushobora kugenda byihuse nta gutamba guhuzagurika.
Kugera no kugera
Yagura uburyo bwindimi nuburyo bwo gutumanaho.
Ibyemezo bisobanutse
Amakipe arashobora kumara umwanya munini murubanza mugihe automatike ikora gusubiramo.
Ejo hazaza h'icyemezo cya Coreference
Ururimi runini rwerekana ubu buryo bwibanze ku buryo butaziguye, gukemura insimburangingo nkibicuruzwa byerekeranye no gusoma, byahinduye umurongo hagati yibyingenzi nkibikorwa byihariye kandi nkigice cyo gusobanukirwa muri rusange. Ubushakashatsi burimo gusunika kubibazo bikomeye: inyandiko ndende, ibiganiro bigenda byuzuzanya, guhuza inyandiko-ngingo (umuntu umwe mu ngingo nyinshi), hamwe nindimi nyinshi aho amategeko asimburana atandukanye. Tegereza ibyingenzi kugirango bikomeze kwisuzumisha byingirakamaro byo gusobanukirwa no gutekereza neza, hamwe nibintu bituje ariko byingenzi mugutondekanya neza, gushakisha, no kubaka ubumenyi-shusho.
Gushyira mu bikorwa Isi
Incamake ikurikirana neza ko "senateri," "we", na "Madamu Lee "ni umuntu umwe rero incamake igumaho neza
Sisitemu yo guhindura imashini ihitamo inyito iboneye ikemura abo 'bo' bavuga mbere mu nteruro
Sisitemu yo gusubiza ibibazo ihuza "isosiyete" na "it" gusubira mubigo bikwiye kugirango usubize ikibazo neza
Kubaka igishushanyo cyubumenyi kiva mu makuru uhuza imvugo nka "Apple," "igihangange mu buhanga," na "ukora iPhone" mu kintu kimwe
Ingaruka & Kurinda
Ibintu bifatika bishobora kwinjiza bucece raporo, gushyigikira imigendekere, cyangwa ibisubizo byubushakashatsi.
Kwihuta byihuse birashobora gukora ibisubizo bidahuye mubisabwa bisa.
Ibyanditswe byumvikana birashobora kugaragara niba kugenzura kugenzura ari ntege.
Igishushanyo mbonera
Sobanura imiterere isohoka, amajwi, hamwe nubuziranenge mbere yo gutangira.
Ibisubizo byibanze hamwe nisoko yizewe igihe cyose ukuri kwingirakamaro.
Komeza kugenzura abantu kugenzura ibisubizo byinshi.
Kurikirana uburyo bwo kunanirwa no kongera imyitozo cyangwa akazi gahoraho.
Komeza Ubushakashatsi
Free newsletter
Get the daily AI briefing
Three verified AI stories every weekday morning, written in plain English. Free forever, no ads.
One email each weekday. Unsubscribe in one click. We never sell or share your address.
Test yourself
Take the Coreference Resolution quiz
Instant feedback on every answer, and a shareable certificate with a verifiable ID once you pass a course.
Support free AI education. AI Understanding is a 501(c)(3) nonprofit — no ads, no paywall, ever. Make a donation
Ubuyobozi bukurikira
Icyemezo cya LaMa-Igishushanyo gikomeye
Ibibazo bikunze kubazwa
What is Coreference Resolution?
Icyemezo cya Coreference nigikorwa cyo kumenya igihe amagambo atandukanye mumyandiko yerekeza kukintu kimwe, nko guhuza "we" cyangwa "umuyobozi mukuru" na "Maria." Kubona ubu burenganzira ni ngombwa kugirango imashini zumve neza uwo n'icyo igice kivuga.
Gukemura ibibazo ni iki?
Amatsinda yo gukemura yibanze avuga, nk'izina, ibisobanuro, hamwe n'izina, ibyo byose byerekana ikintu kimwe-nyacyo mu itsinda rimwe.
Mu nteruro "Maria yahamagaye mushiki we kubera ko yamukumbuye," gukemura insimburazina "we" ni urugero rw'iki?
Guhuza insimburangingo gusubira mwizina yerekezaho bita anaphora resolution, igice cyibanze cyibanze.
Ni ukubera iki interuro "Igikombe itajyanye mu ivarisi kuko yari nini cyane" urubanza rukomeye (umushinga wa Winograd)?
Byombi 'igikombe' na 'ivalisi' ni ikibonezamvugo cyemewe cyakera kuri 'it'; guhitamo neza bisaba kumenya ko ikintu kinini cyane kitazahuza, aribwo bumenyi bwisi.
Ni ukubera iki gukemura ibibazo byingenzi kubikorwa nkincamake no gusubiza ibibazo?
Niba sisitemu idashobora kuvuga ko 'bivuze' bisobanura isosiyete kuruta ibicuruzwa, ibisubizo byo hasi hamwe nincamake birashobora kuba bibi.
Nigute moderi igezweho ya neural coreference ikora muburyo bwo hejuru?
Urutonde rwimyanya ndangagitsina yerekana abakandida bavugwa hanyuma ugahuza buriwese nibishoboka mbere, byubaka amatsinda yo guhuza ibitekerezo.