Incamake
FastText nuburyo bwa Facebook AI 2016 bwerekana buri jambo nkumufuka wimiterere n-garama, bityo irashobora kubaka ibice ndetse no kumagambo itigeze ibona mugihe cyamahugurwa. Ubu buryo bwibanze bwibanze ku ndimi zikungahaye kuri morfologiya, amakosa yamagambo, n'amagambo adasanzwe aho Word2Vec na GloVe binaniwe.
Ibice byihuta bya Subword Ibice bigize ururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo.
Kwibira cyane
FastText, yakozwe na Facebook AI Ubushakashatsi (Bojanowski, Imva, Joulin, Mikolov) mu 2016, yagura icyitegererezo cya Skip-Gram mu guca buri jambo mu nyuguti n-garama. Ijambo "aho" hamwe n-garama z'uburebure bwa 3 rihinduka <wh, whe, her, ere, re> wongeyeho ijambo ryuzuye ikimenyetso, aho inguni zinguni zerekana imipaka. Ijambo ryijambo nigiteranyo cya n-garama yacyo. Ibi bivuze ko FastText ishobora guhimba vector yijambo ritari mu magambo nka "kutizera" uhereye kumagambo asanzwe amenyerewe, kandi ifata morphologie isangiwe, bityo "kwiruka," "kwiruka," na "kwiruka" bifitanye isano bisanzwe. Umushinga umwe kandi wohereza umurongo wihuse, wuzuye umurongo wanditse ("yihuta" igenzurwa) ikoreshwa kumirimo nko kumenyekanisha ururimi no gutondekanya murwego runini.
Ubushishozi
Buri nyuguti n-garama yogejwe mumeza yindobo ihamye kandi igenera vector yayo; ijambo ryerekana ni igiteranyo cyibigize n-garama, byatojwe hamwe na sample-sample Skip-Gram intego nka Word2Vec. Uku kugabana ibipimo byibisobanuro mumagambo niyo mpamvu morphologie yimura nimpamvu amagambo atagaragara agifite ibice byumvikana. Kugenzura ibyiciro bikoresha imifuka isa-yerekana ibintu hamwe na softmax ya hierarchique, bigatuma yihuta cyane kuri CPU.
Kumenya ByihutaIbyanditswe bya Subword
FastText nuburyo bwa Facebook AI 2016 bwerekana buri jambo nkumufuka wimiterere n-garama, bityo irashobora kubaka ibice ndetse no kumagambo itigeze ibona mugihe cyamahugurwa. Ubu buryo bwibanze bwibanze ku ndimi zikungahaye kuri morfologiya, amakosa yamagambo, n'amagambo adasanzwe aho Word2Vec na GloVe binaniwe. Ibice byihuta bya Subword Ibice bigize ururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo. Kugirango wubake byimbitse, fata FastText Subword Embeddings nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mubimenyerezo, amakipe akomeye akoresha FastText Subword 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
Gukora ibice byamagambo yanditswe nabi cyangwa atigeze aboneka nka "realy" cyangwa amazina y'ibicuruzwa bishya
Facebook ifungura-isoko-yerekana ibice 157 byo gushakisha indimi nyinshi
Kumenyekanisha imvugo yihuta cyane na spam / ingingo itondekanya kuri CPU idafite GPU
Gukoresha indimi zikungahaye kuri morfologiya nka finine cyangwa Turukiya aho amagambo afata uburyo bwinshi bwuzuye
Uburyo bwo Gushyira mu bikorwa
Kwihuta byihuta Subword Kwimenyereza
Gukora ibice byamagambo yanditswe nabi cyangwa atigeze aboneka nka "realy" cyangwa amazina y'ibicuruzwa bishya.
Kubyara ibice byamagambo yanditse nabi cyangwa atigeze aboneka nka "realy" cyangwa amazina mashya yibicuruzwa Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamuka kwabantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Kwihuta byihuta Subword Kwimenyereza
Facebook ifungura-isoko-yerekana ibice 157 byo gushakisha indimi nyinshi.
Facebook ifungura isoko-yambere yerekana indimi 157 zo gushakisha indimi nyinshi no gutondekanya Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi agakurikirana inyungu zibyara umusaruro nibiciro byigihe.
Kwihuta byihuta Subword Kwimenyereza
Kumenyekanisha imvugo yihuta cyane na spam / ingingo itondekanya kuri CPU idafite GPU.
Kumenyekanisha ururimi rwihuta hamwe na spam / ingingo yashyizwe kuri CPU idafite Amakipe ya GPU mubisanzwe abona ibisubizo byiza mugihe basobanuye ibipimo ngenderwaho byimbere imbere, bagakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi bagakurikirana inyungu zibyara umusaruro nibiciro byigihe.
Kwihuta byihuta Subword Kwimenyereza
Gukoresha indimi zikungahaye kuri morfologiya nka finine cyangwa Turukiya aho amagambo afata uburyo bwinshi bwuzuye.
Gukemura indimi zikungahaye kuri morfologiya nka Finilande cyangwa Igiturukiya aho amagambo afata imiterere myinshi 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.
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.