Gukuramo Isano Kuva Inyandiko
Gukuramo umubano bikuramo ibintu byubatswe mubyanditswe bitubatswe, byerekana uburyo ibice bibiri bihuza (nka 'bikora kuri' cyangwa 'biri muri').
Incamake
It turns prose into machine-readable knowledge that powers search engines, databases, and knowledge graphs.
Kwibira cyane
Gukuramo umubano (RE) bifata interuro nka 'Marie Curie yavukiye i Warsaw' kandi itanga ibintu bitatu byubatswe: (Marie Curie, wavutse_in, Warsaw). Ubusanzwe yubakiye ku izina ryamenyekanye kumenyekanisha, ibanza kubona ibice, hanyuma igashyira mubikorwa isano hagati yabyo. Uburyo bwa kera bwakoresheje intoki zanditse ('X, washinze Y') cyangwa abagenzuzi bashinzwe gutozwa ingero zanditse. Iterambere rikomeye ryari ubugenzuzi bwa kure, buhuza ubumenyi buriho nka Wikidata hamwe ninyandiko mbisi kugirango auto-itanga amakuru yimyitozo ku gipimo. Sisitemu zigezweho neza-zihindura moderi ya moderi nka BERT kugirango usome interuro yuzuye kandi uhanure umubano, ukemura ibidasobanutse kandi birebire-kure cyane kuruta uburyo bukomeye. RE ni moteri inyuma yo kwerekana ibishushanyo binini byubumenyi.
Ubushishozi
Moderi nyinshi ya neural RE iranga ibice bibiri byabakandida hamwe nibimenyetso byihariye (nka [E1] na [E2]) kugirango rero transformateur imenye iyo jambo igomba kwibandaho, hanyuma igaburira ibyashizwe mumurongo muburyo bwihariye bwubwoko bwimibanire. 'Gufungura' gukuramo umubano ahubwo ikuramo interuro yerekana isano itaziguye mumyandiko, bisaba ko nta gishushanyo mbonera cyateganijwe. Ikibazo gikomeje ni 'nta sano' icyiciro, kubera ko ibice bibiri byombi mu nteruro ntaho bihuriye.
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'imibanire ikurwa mu nyandiko
Ururimi runini rwururimi rugenda rukora ibikorwa byo gukuramo zeru-kurasa cyangwa kurasa bike ukoresheje ibibazo, kugabanya ibikenewe byamakuru yanditse hamwe na gahunda ihamye. Urwego-urwego RE, ruhuza ibice mumirongo myinshi ninteruro, ni umupaka ukora. Witegereze kwishyira hamwe hamwe na sisitemu yo kugarura-kongera ubumenyi bwubaka ibishushanyo mbonera byubumenyi kubisabwa, hiyongereyeho icyitegererezo gihuriweho gikuramo ibice nubusabane mumurongo umwe kugirango bisobanuke neza kandi bikwirakwize amakosa.
Gushyira mu bikorwa Isi
Kubaka ubumenyi bwibinyabuzima bishushanya bihuza ibiyobyabwenge nindwara bavura bacukura amamiriyoni yubushakashatsi.
Gutanga amakuru yububiko bwisosiyete ukuramo gahunda zubuyobozi no kugura amakuru yamakuru yimari.
Gutezimbere moteri zishakisha kugirango ikibazo nk '' washinze Tesla 'gisubiza igisubizo kiziguye cyakuwe mubucuti bwakuwe (washinze, sosiyete).
Kumenya imikoranire ya poroteyine-proteyine mubuvanganzo bwa siyansi kugirango byihute genomika no kuvumbura ibiyobyabwenge.
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 Relation Extraction from Text 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
Imashini zidasanzwe zo gukuramo ibintu
Ibibazo bikunze kubazwa
What is Relation Extraction from Text?
Gukuramo umubano bikuramo ibintu byubatswe mubyanditswe bitubatswe, byerekana uburyo ibice bibiri bihuza (nka 'bikora kuri' cyangwa 'biri muri'). Ihindura prose mubumenyi busomeka bwimashini zitanga moteri zishakisha, ububikoshingiro, nubushushanyo bwubumenyi.
Nibihe bisohoka mubisanzwe sisitemu yo gukuramo isano?
RE itanga inshuro eshatu zubatswe nka (Marie Curie, wavutse_in, Warsaw) ifata uburyo ibice bibiri bihujwe.
Nibihe bikorwa bya NLP mubisanzwe mbere yo gukuramo isano?
Ibice bigomba kubanza kuboneka kugirango sisitemu imenye ibice bibiri byo gusuzuma umubano.
Niki 'kugenzura kure' gukora iki mugukuramo isano?
Ubugenzuzi bwa kure buvuga ko niba ubumenyi bushingiye ku rutonde bwerekana isano iri hagati yinzego ebyiri, interuro zivuga zombi zigaragaza iyo sano, ikora amakuru ahendutse yamahugurwa.
Nigute moderi nyinshi za transformateur zishingiye kuri RE zerekana ibice byombi byo gutondekanya?
Ibimenyetso byihariye nka [E1] na [E2] biranga intego zigenewe kuburyo icyitegererezo cyibanda kubintu byombi.
Ni iki gitandukanya gukuramo 'gufungura' gukuramo RE bisanzwe?
Fungura RE ikurura imvugo imvugo itandukanijwe ninteruro aho guhitamo muri gahunda ihamye.