Incamake
WordPiece nijambo ryibimenyetso byerekana algorithm iha imbaraga BERT hamwe na moderi nyinshi Google, igabanya amagambo mo ibice byongera gukoreshwa kuburyo icyitegererezo gishobora gukoresha inyandiko iyariyo yose hamwe namagambo ahamye. Niyo mpamvu icyitegererezo kitigeze kibona 'umunezero' gishobora kubyumva usoma 'un', '## byishimo', na '## ness'.
WordPiece Tokenisiyonike ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo.
Kwibira cyane
WordPiece yubaka amagambo yamagambo aho kuba amagambo yose cyangwa inyuguti imwe. Guhera ku nyuguti zitandukanye, umururumba uhuza ibimenyetso bibiri byongera amahirwe menshi yo guhugura corpus, bigasubiramo kugeza bigeze kubunini bw'amagambo (BERT ikoresha ibimenyetso 30.000). Mugusuzuma, byerekana umururumba ibumoso-iburyo, uhuza ijambo rirerire mumagambo, hanyuma ugakomeza kubisigaye. Ibice bikomeza imbere yijambo byerekanwe na '##' prefix, bityo 'gukina' bihinduka 'gukina' + '## ing'. Ibi bikemura ikibazo kitari mu magambo: amagambo adasanzwe cyangwa atagaragara gusa abora mo ibice bizwi, kugeza kumurongo umwe niba bikenewe, mugihe amagambo asanzwe aguma nkibimenyetso bimwe kugirango bikore neza.
Ubushishozi
WordPiece itandukanye na Byte-Pair Encoding muburyo bwo guhuza. BPE ihuza inshuro nyinshi zegeranye; WordPiece ihuza ibice byerekana imyitozo-yamakuru ashobora kuba, guhitamo hafi ya jambo ihuriweho cyane irenze ibicuruzwa byibice byayo. Ikimenyetso cya '##' gitandukanya ijambo-intangiriro ibice bikomeza, kureka tokenizer ikubaka imipaka yamagambo bidasubirwaho mugihe yisubije inyuma yinyandiko.
Kumenya WordPiece Tokenisation
WordPiece nijambo ryibimenyetso byerekana algorithm iha imbaraga BERT hamwe na moderi nyinshi Google, igabanya amagambo mo ibice byongera gukoreshwa kuburyo icyitegererezo gishobora gukoresha inyandiko iyariyo yose hamwe namagambo ahamye. Niyo mpamvu icyitegererezo kitigeze kibona 'umunezero' gishobora kubyumva usoma 'un', '## byishimo', na '## ness'. WordPiece Tokenisiyonike ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo. Kugirango wubake byimbitse, fata WordPiece Tokenisation 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 WordPiece Tokenization 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
BERT yerekana ibibazo byubushakashatsi muri Google Gushakisha, kumena amagambo utamenyereye muri subwords kugirango moderi irashobora guhuza nimpapuro zijyanye.
Guhobera Isura ya BertTokenizer ikoresha WordPiece kugirango ihindure inyandiko mbisi mu ndangamuntu zerekana zahawe BERT kugirango zisesengure amarangamutima kandi zimenyekanishe.
Indimi nyinshi BERT ikoresha amagambo asanganywe ya WordPiece mu ndimi 100+, kureka ibice bikongera gukoreshwa mu nyandiko zijyanye.
DistilBERT na clinique / biomedical BERT ihinduranya WordPiece, ikoresha imvugo idasanzwe yubuvuzi nka 'pneumonoconiose' uyigabanyamo ibice bizwi.
Uburyo bwo Gushyira mu bikorwa
WordPiece Tokenisation mubikorwa
BERT yerekana ibibazo byubushakashatsi muri Google Gushakisha, kumena amagambo utamenyereye muri subwords kugirango moderi irashobora guhuza nimpapuro zijyanye.
BERT yerekana ibibazo by'ishakisha muri Google Gushakisha, kumena amagambo utamenyereye mukigambo cyanditse kugirango moderi irashobora guhuza nimpapuro zijyanye namakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
WordPiece Tokenisation mubikorwa
Guhobera Isura ya BertTokenizer ikoresha WordPiece kugirango ihindure inyandiko mbisi mu ndangamuntu zerekana zahawe BERT kugirango zisesengure amarangamutima kandi zimenyekanishe.
Guhobera Face's BertTokenizer ikoresha WordPiece kugirango ihindure inyandiko mbisi mu ndangamuntu zagabanijwe zahawe BERT kugirango zisesengure amarangamutima kandi zimenyekanisha-kumenyekanisha ibigo Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo bikurikirana, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
WordPiece Tokenisation mubikorwa
Indimi nyinshi BERT ikoresha amagambo asanganywe ya WordPiece mu ndimi 100+, kureka ibice bikongera gukoreshwa mu nyandiko zijyanye.
Indimi nyinshi BERT ikoresha amagambo asanganywe ya WordPiece mu ndimi 100+, kureka ibice bikongera gukoreshwa mu nyandiko zijyanye nabyo Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
WordPiece Tokenisation mubikorwa
DistilBERT na clinique / biomedical BERT ihinduranya WordPiece, ikoresha imvugo idasanzwe yubuvuzi nka 'pneumonoconiose' uyigabanyamo ibice bizwi.
Impinduka za DistilBERT na clinique / biomedical BERT izungura WordPiece, ikoresha amagambo yubuvuzi idasanzwe nka 'pneumonoconiose' uyigabanyamo ibice bizwi Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana 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.