Incamake
ELMo (Embeddings from Language Models) yari intambwe ya 2018 yahaye buri jambo guhagararirwa ninteruro yaryo, bityo 'banki' muri 'uruzi rwinzuzi' itandukanye na 'banki' muri 'banki yo kuzigama.' Byaranze ihinduka kuva ijambo rihagaze neza kuri NLP.
ELMo Ibishushanyo mbonera ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo.
Kwibira cyane
ELMo, yatangijwe na Allen Institute for AI abashakashatsi ba AI (Peters et al., 2018), itanga ijambo ryerekana gukoresha interuro binyuze mu cyerekezo cyimbitse cy’ururimi rwa LSTM rwahuguwe kuri miliyari y'ijambo. Bitandukanye na Word2Vec cyangwa GloVe, igenera icyerekezo kimwe gihamye kuri buri jambo, ELMo ibara icyerekezo gishya kuri buri kintu cyose gishingiye kumiterere ikikije. Byibanze, ELMo ikomatanya ibice byose byimbere muri LSTM ikoresheje ibyize, uburemere bwihariye bwibikorwa kuruta gukoresha urwego rwo hejuru gusa. Ibice byo hasi bikunda gufata syntax (igice-cy-imvugo, imiterere) mugihe urwego rwo hejuru rufata ibisobanuro nijambo ryumvikana. Ongeraho ELMo kuri moderi zisanzwe byatanze inyungu nini mubikorwa bitandatu, harimo gusubiza ibibazo, gusesengura amarangamutima, no kumenyekanisha ibigo.
Ubushishozi
ELMo itondekanya LSTM ebyiri: icyitegererezo cyururimi rwimbere ruvuga ijambo ritaha hamwe nijambo ryinyuma risobanura ijambo ryabanjirije, buri hejuru yinyuguti-urwego CNN yinjiza (bityo ikora amagambo atagaragara). Kubikorwa byo hasi, ELMo isenya ibice byerekana ikoresheje softmax-isanzwe yuburemere wongeyeho scalar, byose byize mugihe cyo gutunganya neza. Ibi bivuze ko buri gikorwa gishobora guhitamo ingano ya syntactique na signal semantique ishaka kuva biLM yahagaritswe.
Kumenya ELMo Ibishushanyo mbonera
ELMo (Embeddings from Language Models) yari intambwe ya 2018 yahaye buri jambo guhagararirwa ninteruro yaryo, bityo 'banki' muri 'uruzi rwinzuzi' itandukanye na 'banki' muri 'banki yo kuzigama.' Byaranze ihinduka kuva ijambo rihagaze neza kuri NLP. ELMo Ibishushanyo mbonera ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo. Kugirango wubake byimbitse, fata ELMo Contextual Embeddings 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 ELMo Contextual Embeddings 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
Kunoza uburyo bwo kumenyekanisha ibigo bigomba kumenya niba 'Washington' bivuga umuntu, leta, cyangwa umujyi ukurikije amagambo akikije
Kongera isesengura ry'amarangamutima ufata ko 'urwaye' bisobanura nabi muri 'Ndumva ndwaye' ariko ni byiza mu magambo 'arwaye'
Gutezimbere ibibazo-bisubiza sisitemu kurwego rwa SQuAD mugaburira imiterere-yerekana ibimenyetso byerekanwa mubasomyi
Gutandukanya ijambo ibyumviro mubisobanuro byimashini bityo amagambo menshi cyane nka 'igihingwa' asobanura neza imiterere yatanzwe
Uburyo bwo Gushyira mu bikorwa
ELMo Ibishushanyo mbonera mubikorwa
Kunoza uburyo bwo kumenyekanisha ibigo bigomba kumenya niba 'Washington' bivuga umuntu, leta, cyangwa umujyi ukurikije amagambo akikije.
Gutezimbere uburyo bwo kumenyekanisha ibigo bigomba kumenya niba 'Washington' bivuga umuntu, leta, cyangwa umujyi bishingiye kumagambo akikije Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamuka kwabantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
ELMo Ibishushanyo mbonera mubikorwa
Kongera isesengura ry'amarangamutima ufata ko 'urwaye' bisobanura nabi muri 'Ndumva ndwaye' ariko ni byiza mu magambo 'arwaye'.
Gutezimbere isesengura ryimyumvire mu gufata ko 'uburwayi' bisobanura nabi muri 'Ndumva ndwaye' ariko ibyiza mu magambo 'arwaye' Amakipe akunze kubona umusaruro ushimishije iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi agakurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
ELMo Ibishushanyo mbonera mubikorwa
Gutezimbere ibibazo-bisubiza sisitemu kurwego rwa SQuAD mugaburira imiterere-yerekana ibimenyetso byerekanwa mubasomyi.
Gutezimbere sisitemu yo gusubiza ibibazo kubipimo bya SQuAD mugaburira imiterere-yerekana ibimenyetso byerekana ibimenyetso mubasomyi 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.
ELMo Ibishushanyo mbonera mubikorwa
Gutandukanya ijambo ibyumviro mubisobanuro byimashini bityo amagambo menshi cyane nka 'igihingwa' asobanura neza imiterere yatanzwe.
Gutandukanya ijambo ibyumviro mubisobanuro byimashini bityo amagambo menshi nka 'igihingwa' asobanura neza ukurikije imiterere Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamuka kwabantu kubibazo byimbitse, kandi agakurikirana inyungu zibyara umusaruro nibiciro byigihe.
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.