Incamake
GloVe (Global Vectors for Word Guhagararira Ijambo) nuburyo bwo gushiramo Stanford 2014 bwiga ibice byijambo biturutse kumibare iboneka kwisi yose kuri corpus yose, aho kuva mumadirishya yo guhanura. Ihuza imbaraga zishingiye ku mibare yuburyo bushingiye kubara hamwe na geometrike ifite akamaro ya Word2Vec.
GloVe Global Vectors ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo.
Kwibira cyane
GloVe, yakozwe na Jeffrey Pennington, Richard Socher, na Christopher Manning i Stanford mu 2014, yubaka matrike nini ibara inshuro nyinshi ijambo ryose rifatanya n'andi magambo yose mu idirishya ry'imiterere hirya no hino. Ubushishozi bwibanze ni uko ikigereranyo cyibishobora kubaho, atari kubara mbisi, bitwara ibisobanuro: kumagambo "urubura" na "icyuka," igipimo P (gikomeye | urubura) / P (gikomeye | icyuka) ni kinini, mugihe P (gaze | ...) irabihindura. GloVe itoza ibice kugirango ibicuruzwa byadomo byamagambo abiri bigereranya logarithm yo kubara kwabo. Igisubizo ni ugushushanya bifata imibare ya corpus yisi yose hamwe nuburyo bwo kugereranya umurongo wamamaye na Word2Vec, akenshi ugakora amarushanwa kubijyanye nijambo-bisa nibipimo ngenderwaho.
Ubushishozi
GloVe igabanya igihombo kiremereye cyane-kare aho buri (ijambo i, ijambo j) ryombi ritanga inshuro f (X_ij) inshuro ikosa ryakorewe hagati (vector_i · vector_j + kubogama) na log (X_ij). Igikorwa cyo kuremerera f cyerekana ingaruka zabantu benshi cyane nka "" "na" ya "kandi birengagiza kubara zeru, kubwibyo bidasanzwe-ariko-bitanga amakuru ntibishobora kurohama. Kuberako igereranya matrise ibarwa, imyitozo ni matrisa yibintu aho guhanura kumurongo.
Kumenya GloVe Isi Yose
GloVe (Global Vectors for Word Guhagararira Ijambo) nuburyo bwo gushiramo Stanford 2014 bwiga ibice byijambo biturutse kumibare iboneka kwisi yose kuri corpus yose, aho kuva mumadirishya yo guhanura. Ihuza imbaraga zishingiye ku mibare yuburyo bushingiye kubara hamwe na geometrike ifite akamaro ya Word2Vec. GloVe Global Vectors ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo. Kugirango wubake byimbitse, fata GloVe Global Vector 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 GloVe Global Vectors 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
Ibikoresho bya Stanford bishobora gukururwa byateganijwe (urugero: 6B na 840B byerekana ibimenyetso) bikoreshwa nkibikoresho byo kumanura imishinga itabarika ya NLP.
Gukora nkurwego rwo gushiramo amarangamutima hamwe na sisitemu yo kumenyekanisha ibintu
Ibipimo byerekana ijambo-bisa nibikorwa bisa na Word2Vec mubushakashatsi bwamasomo
Bootstrapping inyandiko ihuriro hamwe nubushakashatsi bwinsanganyamatsiko aho byihuse, byateguwe, bitarimo imiterere ihagije
Uburyo bwo Gushyira mu bikorwa
GloVe Isi Yose mubikorwa
Ibikoresho bya Stanford bishobora gukururwa byateganijwe (urugero: 6B na 840B byerekana ibimenyetso) bikoreshwa nkibintu byamanutse kubikorwa bya NLP bitabarika.
Ibikoresho bya Stanford bishobora gukururwa byateganijwe (urugero: 6B na 840B byerekana ibimenyetso) bikoreshwa nkibintu byamanutse kumishinga itabarika ya NLP Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi agakurikirana inyungu zumusaruro hamwe nibiciro byamakosa mugihe.
GloVe Isi Yose mubikorwa
Gukora nkurwego rwo gushiramo amarangamutima hamwe na sisitemu yo kumenyekanisha ibintu.
Gukora nk'urwego rwo gushira mu byiciro byerekana ibyiyumvo hamwe na sisitemu yo kumenyekanisha ibigo Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi agakurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
GloVe Isi Yose mubikorwa
Ibipimo byerekana ijambo-bisa nibikorwa bisa na Word2Vec mubushakashatsi bwamasomo.
Ibipimo byerekana ijambo-bisa nibikorwa bisa na Word2Vec mubushakashatsi bwamasomo 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.
GloVe Isi Yose mubikorwa
Bootstrapping inyandiko ihuriro hamwe nubushakashatsi bwinsanganyamatsiko aho byihuse, byateguwe, bitarimo imiterere ihagije.
Bootstrapping inyandiko ikusanya hamwe nubushakashatsi bwinsanganyamatsiko aho byihuse, byateganijwe, bidafite imiterere-karemano bidahagije Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu 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.