Incamake
Subword tokenisation igabanya inyandiko mubice bito kuruta amagambo ariko binini kuruta inyuguti, nka 'token' wongeyeho 'ization'. Nuburyo busanzwe imiterere yindimi zigezweho zihindura inyandiko mubiranga indangamuntu zitunganya mubyukuri, kuringaniza ingano yamagambo nibisobanuro.
Subword Tokenisation ni igice cyururimi-AI igikoresho cyo gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo.
Kwibira cyane
Amagambo ni menshi cyane kubara (amagambo yaba menshi kandi akabura amagambo adasanzwe), mugihe inyuguti imwe itwara ibisobanuro bike kandi ikora urutonde rurerure cyane. Subword tokenisation ni ubwumvikane: ikomeza amagambo kenshi yose ariko ikavuna amagambo adasanzwe cyangwa akomeye mubice bifite ireme. 'Ibyishimo' bishobora guhinduka 'un', 'happyi', 'ness'. Algorithm nini zirimo Encoding ya Byte-Pair (ikoreshwa na GPT), WordPiece (ikoreshwa na BERT), na Unigram / SentencePiece (ikoreshwa na T5 hamwe na moderi nyinshi zindimi nyinshi). Ubu buryo bukoresha amagambo atagaragara neza, agabana ibice mumagambo afitanye isano ('gukina', 'gukina', 'gukina'), kandi ashyigikira ururimi urwo arirwo rwose. Buri karita yerekana ikarita yerekana indangamuntu, kandi izo ndangamuntu nizo moderi yo gushiramo icyitegererezo ihinduka mubice.
Ubushishozi
Algorithms zitandukanye zihitamo ijambo ryibisobanuro bitandukanye: BPE ihuza inshuro ebyiri hasi-hejuru, WordPiece itoranya ihuza byinshi byongera corpus bishoboka, kandi Unigram itangirana nijambo rinini hamwe na prunes ibimenyetso bitababaza cyane. WordPiece iranga ijambo-imbere ibice hamwe na '##' ibanziriza, mugihe SentencePiece ifata imyanya nkikimenyetso kidasanzwe bityo ikora ku buryo butaziguye ku mwandiko mbisi utabanje gutandukana ku kibanza cyera, cyiza ku ndimi zitagira umwanya.
Kumenya Subword Tokenisation
Subword tokenisation igabanya inyandiko mubice bito kuruta amagambo ariko binini kuruta inyuguti, nka 'token' wongeyeho 'ization'. Nuburyo busanzwe imiterere yindimi zigezweho zihindura inyandiko mubiranga indangamuntu zitunganya mubyukuri, kuringaniza ingano yamagambo nibisobanuro. Subword Tokenisation ni igice cyururimi-AI igikoresho cyo gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo. Kugirango wubake byimbitse, fata Subword 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 Subword 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 ikoresha WordPiece tokenisation, ikerekana ibice bikomeza nka '## ing' kugirango yubake amagambo yumwimerere.
T5 hamwe nicyitegererezo cyindimi nyinshi zikoresha SentencePiece, ikoresha indimi zitagira umwanya nkikiyapani.
Moderi yo kuganira yagabanije ijambo tekinike idasanzwe mubice bizwi aho kunanirwa kumagambo atazwi.
Tokenizers basangira ijambo ryibisobanuro kuri 'kwiruka', 'kwiruka', na 'kwiruka', kureka icyitegererezo rusange muri morphologie neza.
Uburyo bwo Gushyira mu bikorwa
Subword Tokenisation mubikorwa
BERT ikoresha WordPiece tokenisation, ikerekana ibice bikomeza nka '## ing' kugirango yubake amagambo yumwimerere.
BERT ikoresha ibimenyetso bya WordPiece, ikerekana ibice bikomeza nka '## ing' kugirango yubake amagambo yumwimerere Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Subword Tokenisation mubikorwa
T5 hamwe nicyitegererezo cyindimi nyinshi zikoresha SentencePiece, ikoresha indimi zitagira umwanya nkikiyapani.
T5 hamwe na moderi nyinshi zikoresha indimi nyinshi zikoresha SentencePiece, ikoresha indimi zitagira umwanya nkikiyapani mu buryo butaziguye Amakipe asanzwe 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.
Subword Tokenisation mubikorwa
Moderi yo kuganira yagabanije ijambo tekinike idasanzwe mubice bizwi aho kunanirwa kumagambo atazwi.
Moderi yo kuganira yagabanyijemo ijambo ridasanzwe rya tekinike mubice bizwi aho kunanirwa ku ijambo ritazwi Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
Subword Tokenisation mubikorwa
Tokenizers basangira ijambo ryibisobanuro kuri 'kwiruka', 'kwiruka', na 'kwiruka', kureka icyitegererezo rusange muri morphologie neza.
Tokenizers basangira ijambo ryibisobanuro kuri 'kwiruka', 'kwiruka', na 'kwiruka', kureka icyitegererezo kigaragaza imikorere ya morfologiya neza Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, 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.