Incamake
Indimi karemano ibaza niba interuro imwe ikurikira iyindi. Ni ikizamini cyibanze cyo kumenya niba abanyamideli bumva neza ibisobanuro aho guhuza amagambo gusa.
Indimi Kamere Yerekana hamwe na Entailment ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo.
Kwibira cyane
Indimi karemano (NLI), nanone bita kumenya ibyanditswe byanditse, itanga icyitegererezo icyerekezo na hypothesis kandi igasaba kimwe mubirango bitatu: entailment (hypothesis igomba kuba impamo ukurikije ishingiro), kwivuguruza (bigomba kuba ari ibinyoma), cyangwa kutabogama (bishobora kuba byombi). Kurugero, icyambere 'Umugabo acuranga gitari kuri stage' bikubiyemo 'Umuntu akora umuziki,' avuguruza 'Stade irimo ubusa,' kandi ntaho abogamiye kuri 'Rubanda rukunda indirimbo.' Ibipimo fatizo nka SNLI na MultiNLI birimo ibihumbi magana byanditswemo abantu. NLI ishimangira kugenzura ukuri, gusubiza ibibazo, no kugenzura muri make. Umutego uzwi ni uko icyitegererezo gishobora gukoresha dataset 'ibihangano' - ibimenyetso byihuta nkijambo 'ntabwo' byerekana kwivuguruza - aho gutekereza kubisobanuro.
Ubushishozi
Sisitemu ya kijyambere ya NLI ikubiyemo icyerekezo hamwe na hypothesis ifatanije na transformateur nka BERT cyangwa RoBERTa, igaburira interuro zombi zitandukanijwe nikimenyetso kidasanzwe, hanyuma igashyira hamwe guhuza ibishushanyo bisobanutse, bivuguruzanya, cyangwa kutabogama. Kwambukiranya kureka buri jambo muri hypothesis rikitabira amagambo yibanze, gufata umubano nko guhakana, kugereranya, hamwe na synonymy. Amahugurwa agabanya igihombo cya cross-entropy hejuru yibirango bitatu hejuru ya corpora nini.
Kumenya Ururimi Kamere Gusobanura no Kwinjira
Indimi karemano ibaza niba interuro imwe ikurikira iyindi. Ni ikizamini cyibanze cyo kumenya niba abanyamideli bumva neza ibisobanuro aho guhuza amagambo gusa. Indimi Kamere Yerekana hamwe na Entailment ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo. Kugirango wubake byimbitse, fata ururimi karemano hamwe na Entailment nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mu myitozo, amatsinda akomeye akoresha ururimi karemano hamwe na Entailment 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
Sisitemu yo kugenzura ukuri kugenzura niba ikirego gikubiyemo ibimenyetso byizewe
Gutahura salusiyo mugupima niba incamake yatanzwe ikubiyemo ingingo yatanzwe
Gutezimbere gushakisha na QA mukwemeza igisubizo cyumukandida gikurikira uhereye kumirongo
Gushungura amagambo avuguruzanya mubumenyi bushingiye kumiyoboro myinshi
Uburyo bwo Gushyira mu bikorwa
Indimi Kamere Yerekana no Kwishira mubikorwa
Sisitemu yo kugenzura ukuri kugenzura niba ikirego gikubiyemo ibimenyetso byizewe.
Sisitemu yo kugenzura ukuri kugenzura niba ikirego gikubiye mu bimenyetso byizewe Amakipe akunze kubona umusaruro ushimishije iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Indimi Kamere Yerekana no Kwishira mubikorwa
Gutahura salusiyo mugupima niba incamake yatanzwe ikubiyemo ingingo yatanzwe.
Gutahura ibitekerezo bya salusiyo mugupima niba incamake yatanzwe ikubiyemo ingingo yatanzwe Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Indimi Kamere Yerekana no Kwishira mubikorwa
Gutezimbere gushakisha na QA mukwemeza igisubizo cyumukandida gikurikira uhereye kumirongo.
Gutezimbere gushakisha na QA mukwemeza igisubizo cyabakandida gikurikira uhereye kumirongo Amakipe akunze kubona ibisubizo byiza mugihe asobanura ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi agakurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Indimi Kamere Yerekana no Kwishira mubikorwa
Gushungura amagambo avuguruzanya mubumenyi bushingiye kumiyoboro myinshi.
Gushungura amagambo avuguruzanya mubumenyi bwubumenyi hamwe nu miyoboro yinyandiko nyinshi Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe.
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.