Résumé
GloVe (Vecteur Global ngir Representation Word) 2014 Stanford njuréef la buy jàng vecteur baat yi ci lim co-occurrence global ci corpus bi yépp, du ci palanteer yiy wax luy am ci gox bi. Dafa boole dooley lim yi ci pexe yu lalu ci lim ak geometrie vecteur bu am solo bu Word2Vec.
GloVe Global Vectors bokk na ci lakk-IA stack bi ñuy jëfandikoo ngir jàng, defar, xaaj, ak soppi mbind ak wax ci eskaal.
Plongeur bu xóot
GloVe, bi Jeffrey Pennington, Richard Socher, ak Christopher Manning defar ci Stanford ci 2014, dafa tabax benn matrix bu mag buy lim ñaata yoon la baat bu nekk di daje ak beneen baat ci biir benn palanteer ci biir corpus bi yépp. Li gëna am solo ci gis-gis bi mooy ni rasio probabilite co-occurrence, du lim raw, yor lu muy tekki: ngir baat "glace" ak "vapeur," ratio bi P(solid|glace)/P(solid|vapër) dafa yaatu, fekk P(gas|...) dafay soppi. GloVe dafay tàggat vecteur yi ci anam wuy tax produit point bu ñaari vecteur baat jege logarithm bi ci seen limu co-occurrence. Resultaa bi mooy ay embeddings yuy jàpp lim corpus global ak structure analogie lineaire bi Word2Vec siiwal, di faral di def ay compétition ci nuru baat ak analogie benchmarks.
Gis-gis xarala
GloVe dafay wàññi perte bu gëna ndaw ci kaare yi, fu bu nekk (baat i, baat j) ñaar di jàppale f(X_ij) yoon njuumte kaare bi diggante (vecteur_i · vecteur_j + biais) ak log(X_ij). Fonction pondération f dafay tënk influens bu ñaari mbir yu bari yu melni "the" ak "of" te du bàyyi xel ci lim zero, kon co-occurrences yu bariwul waaye yu am xibaar duñu jeex. Ndax dafay factoriser ab matrix lim buñu njëkka xayma, taggat bi ci yoon sax factorisasioŋ matrix la, du wax luy waaja am ci net bi.
xam vecteur global yu GloVe
GloVe (Vecteur Global ngir Representation Word) 2014 Stanford njuréef la buy jàng vecteur baat yi ci lim co-occurrence global ci corpus bi yépp, du ci palanteer yiy wax luy am ci gox bi. Dafa boole dooley lim yi ci pexe yu lalu ci lim ak geometrie vecteur bu am solo bu Word2Vec. GloVe Global Vectors bokk na ci lakk-IA stack bi ñuy jëfandikoo ngir jàng, defar, xaaj, ak soppi mbind ak wax ci eskaal. Ngir tabax xam-xam bu xóot, jàppal GloVe Global Vectors ni xeetu liggéey, du benn man-man: leeral njariñ yi nga bëgg, leeral xalaat yi, ak tàqale li sistem bi mëna def ci anam wu wóor ak li ba leegi soxla àtteb kàngam.
Ci jëf, ekip yu am doole yiy jëfandikoo GloVe Global Vectors dañuy jëmmal, seet, ak xoolaat ay bouclage ni benn sistem jokkoo buñ boole. Dañuy bind kritër yu leer ngir am ndam, natt leen ci done yu dëggu ak def liggéey, ba noppi ñu baamtu ci anamu ñàkka mëna seetlu, du ci benn yoon benchmark wins. Mooy barab bi xam-xam theorie bi di soppiku nekk kàttan buy yàgg ci produit yi, ci politik yi ak ci liggéey yi.
Liggéeyukaay yi ci làkk yi mën nañu gëna gaaw te duñu yàq deggoo gi. Ci jamano jooju, mbiri Hallucinated mën nañu dugg ci rapoor yi, jàppale flow yi, wala gëstu yi génne. Xeetu jëf bi gëna dëgër mooy boole gaawaayu jàngat ak disipline nguur: doxal pilote, jàpp firnde, siiwal dogal yi, ak wéy di yeesal kaaraange gi ci anam wi ñuy doxalee, li jëfandikukat bi di xaar, ak sàrti sàrt yi di jëm kanam.
njeextalu pexe
Liggéeyukaay yi ci làkk yi mën nañu gëna gaaw te duñu yàq deggoo gi.
Liggéeyukaay yi ci làkk yi mën nañu gëna gaaw te duñu yàq deggoo gi. Ci jëfandikoo yu am kalite bu kawe, loolu dañu koy tekki ci sàrti liggéey yuñ mëna natt, ay peggu boroom, ak ay xew-xewu xoolaat yu bari suko defee ekip yi mëna yokk wóolu seen bopp ci barabu yokk lu jaxasoo.
Dafay yaatal jëfandikoo gi ci làkk yi ak ci anam yi ñuy jokkoo.
Dafay yaatal jëfandikoo gi ci làkk yi ak ci anam yi ñuy jokkoo. Ci jëfandikoo yu am kalite bu kawe, loolu dañu koy tekki ci sàrti liggéey yuñ mëna natt, ay peggu boroom, ak ay xew-xewu xoolaat yu bari suko defee ekip yi mëna yokk wóolu seen bopp ci barabu yokk lu jaxasoo.
Ekip yi mën nañu gëna yàgg ci àtte ci jamono ji otomatisation di liggéey ci baamtu.
Ekip yi mën nañu gëna yàgg ci àtte ci jamono ji otomatisation di liggéey ci baamtu. Ci jëfandikoo yu am kalite bu kawe, loolu dañu koy tekki ci sàrti liggéey yuñ mëna natt, ay peggu boroom, ak ay xew-xewu xoolaat yu bari suko defee ekip yi mëna yokk wóolu seen bopp ci barabu yokk lu jaxasoo.
Doxal ci àdduna dëgg
Vecteur yiñ mëna yebbi ci Stanford (lu melni ensemble token 6B ak 840B) ñu ngi koy jëfandikoo ci ay projet NLP yu bari
Liggéey ni couche embedding ci classifier sentiment yi ak sistemu xàmmee entite yu am tur
Benchmarking nuru baat ak liggéey analogie ci wetu Word2Vec ci gëstu akademik
Bootstrapping dokimaa clustering ak topic exploration fu gaaw, tàggat bu njëkk, dugal ci muy doy
Modèlu jëfandikoo
Vecteur globaal yu GloVe ci jëf
Vecteur yiñ mëna yebbi ci Stanford (lu melni ensemble token 6B ak 840B) ñu ngi leen jëfandikoo ci ay projet NLP yu bari.
Vecteur yuñ mëna yebbi ci Stanford (lu melni 6B ak 840B token sets) ñu koy jëfandikoo ci ay projet NLP yu bari.
Vecteur globaal yu GloVe ci jëf
Dafay nekk couche buy tënk ci biir klassifikatëri sentiment yi ak sistemu xàmmee entite yu am tur.
Liggéey ni couche embedding ci classifiers sentimental ak sistemu xamme entité yu tuddu. Ekip yi dañuy faral di am njariñ yu gëna baax suñu joxee threshold yu baax ci kanam, tëye yoonu escalation nit ngir jafe-jafe yi, ba noppi topp njariñu produit ak njëgu njuumte ci diir bi.
Vecteur globaal yu GloVe ci jëf
Benchmarking nuru baat ak liggéey analogie ci wetu Word2Vec ci gëstu akademik.
Benchmarking baat-nuru ak liggéey analogie ci wetu Word2Vec ci gëstu akademik Ekipu gëstukat yi dañuy faral di am njariñ yu gëna baax suñu leeralee threshold yu baax ci kanam, tëye yoonu escalation nit ngir jafe-jafe yi, ak topp njariñu produit ak njëgu njuumte ci diir bi.
Vecteur globaal yu GloVe ci jëf
Bootstrapping clustering dokimaa ak topic exploration fu gaaw, tàggat bu njëkk, dugal ci contexte doyna.
Bootstrapping dokimaa clustering ak topic exploration fu gaaw, tàggat, amul contexte embedding doyna. Ekip yi dañuy faral di am njariñ yu gëna baax suñu leeralee threshold yu baax ci kanam, tëye yoonu escalation nit ngir jafe-jafe yi, ba noppi topp njariñu produit ak njëgu njuumte ci diir bi.
Risk yi ak balustrade yi
Lépp lu jaarul yoon mën na dugg ci rapoor yi, jàppale ci liggéey bi, wala ci njariñu gëstu bi.
Sensibilite bu gaaw mën na jur njariñ yu wuute ci laajte yu noonu mel.
Done yu am solo mën nañu feeñ sudee seytu jëfandikoo gi néew doole.
Roadmap ngir samp gi
Mandargal formaa génne gi, melokaan bi, ak standard kalite yi laata ngay dugal ko.
Mandargal formaa génne gi, melokaan bi, ak standard kalite yi laata ngay dugal ko. Japp jéego bu nekk ni buntu firnde: sudee mattul kritër yi, noppali génne gi, tëj bërëb bi, ba noppi nga yaatal jëfandikoo gi.
Tontu yu am solo ak balluwaay yu wóor saa yu dëggu bi di am solo.
Tontu yu am solo ak balluwaay yu wóor saa yu dëggu bi di am solo. Japp jéego bu nekk ni buntu firnde: sudee mattul kritër yi, noppali génne gi, tëj bërëb bi, ba noppi nga yaatal jëfandikoo gi.
Fexeel am barabu xool nit ñi ngir am njariñ yu am solo.
Fexeel am barabu xool nit ñi ngir am njariñ yu am solo. Japp jéego bu nekk ni buntu firnde: sudee mattul kritër yi, noppali génne gi, tëj bërëb bi, ba noppi nga yaatal jëfandikoo gi.
Toppal anami gacce yi ak di faral di tàggataat ay laaj wala def-liggéey.
Toppal anami gacce yi ak di faral di tàggataat ay laaj wala def-liggéey. Japp jéego bu nekk ni buntu firnde: sudee mattul kritër yi, noppali génne gi, tëj bërëb bi, ba noppi nga yaatal jëfandikoo gi.