Incamake
Igice-cy-imvugo (POS) kiranga buri jambo mu nteruro ninshingano yikibonezamvugo, nkizina, inshinga, cyangwa inyito. Nintambwe shingiro ya NLP ifasha imashini kumva imiterere yinteruro no gukemura amagambo asobanura ibintu bitandukanye mubice bitandukanye.
Igice-cy-Imvugo Ikimenyetso ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo.
Kwibira cyane
Amagambo menshi ntasobanutse: 'igitabo' ni izina muri 'soma igitabo' ariko inshinga mu 'gitabo indege,' kandi 'inyuma' irashobora kuba izina, inshinga, inyito, cyangwa inshinga. Ikirangantego cya POS gikoresha imiterere ikikije gutoranya iburyo, niyo mpamvu imiterere ifite akamaro kanini. Sisitemu y'Icyongereza ikunze gukoresha tagisi ya Penn Treebank, ifite tagi zigera kuri 36 zirambuye (NN ku izina rimwe, VBD ku nshinga zashize, JJ ku nyito, n'ibindi), mu gihe umushinga wa Universal Dependencies usobanura urutonde ruto, rudafite aho rubogamiye rugizwe na tagi zigera kuri 17 zihuza ururimi. Ibirango bya POS bigaburira imirimo yo hasi: bifasha kwitwa-kumenyekanisha-kumenyekanisha, gusesengura, no gukuramo amakuru, kandi bareka gushakisha nibikoresho byikibonezamvugo bifata amagambo neza. Gushushanya neza kumyandiko isukuye ubu irenga 97%, nubwo inyandiko idasanzwe, imvugo, hamwe no guhindura code bikomeza kuba ingorabahizi.
Ubushishozi
Ibirangantego bya kera byakoresheje Moderi Yihishe ya Markov, uhitamo urutonde rwikurikiranya hamwe nibishoboka byose bihujwe bishoboka kuri buri tagi yahawe ijambo hanyuma uhabwa tagi yabanjirije. Ibiranga kijyambere bigaburira ibyashizwe kumurongo uhereye kuri moderi nka BERT mubyiciro biranga buri kimenyetso, akenshi hamwe nigice gishyira mubikorwa byumvikana. Kuberako ijambo rimwe rishobora gufata tagi zitandukanye, icyitegererezo kigomba gusoma interuro yose, ntabwo buri jambo ryigunze, aribyo rwose gushiramo imiterere.
Kumenya Igice-cy-Imvugo Tagging
Igice-cy-imvugo (POS) kiranga buri jambo mu nteruro ninshingano yikibonezamvugo, nkizina, inshinga, cyangwa inyito. Nintambwe shingiro ya NLP ifasha imashini kumva imiterere yinteruro no gukemura amagambo asobanura ibintu bitandukanye mubice bitandukanye. Igice-cy-Imvugo Ikimenyetso ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo. Kugirango wubake byimbitse, fata Igice-cy-Imvugo Tagging nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mu myitozo, amakipe akomeye akoresha Igice-cy-Imvugo Tagging igishushanyo mbonera, kugarura, no gusubiramo imirongo nka sisitemu imwe y'itumanaho ihuriweho. Bandika ibipimo ngenderwaho byerekana intsinzi, bagerageza kurwanya amakuru afatika hamwe nakazi keza, kandi bagasubiramo bashingiye kubikorwa byagaragaye ko batsinzwe aho gutsinda inshuro imwe. Aha niho imyumvire yubumenyi ihinduka mubushobozi burambye kubicuruzwa, politiki, nibikorwa.
Ururimi rwakazi rushobora kugenda byihuse nta gutamba guhuzagurika. Mugihe kimwe, ibintu bya Hallucinated birashobora kwinjiza bucece raporo, gushyigikira imigendekere, cyangwa ibisubizo byubushakashatsi. Uburyo bukomeye cyane ni uguhuza umuvuduko wikigereranyo hamwe na disipuline yimiyoborere: kuyobora abaderevu, gufata ibimenyetso, gutangaza ibyemezo byicyemezo, no gukomeza kuvugurura uburyo bwo kwirinda nkimyitwarire yicyitegererezo, ibyo abakoresha bategereje, nibisabwa n'amategeko bigenda bihinduka.
Ingaruka z'Ingamba
Ururimi rwakazi rushobora kugenda byihuse nta gutamba guhuzagurika.
Ururimi rwakazi rushobora kugenda byihuse nta gutamba guhuzagurika. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Yagura uburyo bwindimi nuburyo bwo gutumanaho.
Yagura uburyo bwindimi nuburyo bwo gutumanaho. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Amakipe arashobora kumara umwanya munini murubanza mugihe automatike ikora gusubiramo.
Amakipe arashobora kumara umwanya munini murubanza mugihe automatike ikora gusubiramo. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Gushyira mu bikorwa Isi
Kugenzura ikibonezamvugo ukoresheje tagi kugirango ubone amakosa, nkinshinga aho biteganijwe izina.
Moteri zishakisha zitandukanya 'igitabo' izina n '' igitabo 'inshinga kugirango isubize ibisubizo byiza.
Imiyoboro yitiriwe-kumenyekanisha imiyoboro ukoresheje ibirango bya POS nkibiranga abantu, ahantu, nimiryango.
Sisitemu-y-imvugo-sisitemu ukoresheje tagi kugirango uhitemo neza imvugo itandukanye nka 'soma' (ubungubu na kahise).
Uburyo bwo Gushyira mu bikorwa
Igice-cy-Imvugo Tagging mu myitozo
Kugenzura ikibonezamvugo ukoresheje tagi kugirango ubone amakosa, nkinshinga aho biteganijwe izina.
Abagenzuzi b'ikibonezamvugo bakoresheje tagi kugirango bamenye amakosa, nk'inshinga aho biteganijwe ko izina Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Igice-cy-Imvugo Tagging mu myitozo
Moteri zishakisha zitandukanya 'igitabo' izina n '' igitabo 'inshinga kugirango isubize ibisubizo byiza.
Moteri zishakisha zitandukanya 'igitabo' izina n '' igitabo 'inshinga kugirango isubize ibisubizo byiza Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Igice-cy-Imvugo Tagging mu myitozo
Imiyoboro yitiriwe-kumenyekanisha imiyoboro ukoresheje ibirango bya POS nkibiranga abantu, ahantu, nimiryango.
Imiyoboro yitiriwe-ibigo imenyekanisha ukoresheje ibirango bya POS nkibiranga abantu, ahantu, n’amashyirahamwe Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Igice-cy-Imvugo Tagging mu myitozo
Sisitemu-y-imvugo-sisitemu ukoresheje tagi kugirango uhitemo neza imvugo itandukanye nka 'soma' (ubungubu na kahise).
Sisitemu yinyandiko-y-imvugo ukoresheje tagi kugirango uhitemo neza imvugo itandukanye nka 'soma' (ubungubu nigihe cyashize) Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi agakurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
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.
Sobanura imiterere isohoka, amajwi, hamwe nubuziranenge mbere yo gutangira. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Ibisubizo byibanze hamwe nisoko yizewe igihe cyose ukuri kwingirakamaro.
Ibisubizo byibanze hamwe nisoko yizewe igihe cyose ukuri kwingirakamaro. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Komeza kugenzura abantu kugenzura ibisubizo byinshi.
Komeza kugenzura abantu kugenzura ibisubizo byinshi. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Kurikirana uburyo bwo kunanirwa no kongera imyitozo cyangwa akazi gahoraho.
Kurikirana uburyo bwo kunanirwa no kongera imyitozo cyangwa akazi gahoraho. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.