Incamake
RoBERTa yerekanye ko BERT yariyemeje cyane: muguhuza resept aho kuba ubwubatsi, yashyizeho ibipimo bishya byerekana. Nibishushanyo mbonera muburyo guhitamo amahugurwa bifite akamaro nkibishushanyo mbonera.
Imyitozo ya RoBERTa ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo.
Kwibira cyane
RoBERTa (Robustly Optimized BERT Approach), yasohowe na Facebook AI muri 2019, yatumye imyubakire ya BERT idahinduka ariko ivugurura uburyo yatojwe. Iri tsinda ryatoje igihe kinini ku makuru menshi (160GB y’inyandiko na 16GB ya BERT), rikoresha ibyiciro binini cyane, kandi rikuraho intego ya BERT ikurikira-interuro-yo guhanura nyuma yo kubona ko bidafashe. Bahinduye kuva maskike ihagaze - aho amagambo amwe ahishwa buri gihe - kuri maskike yingirakamaro yongera guhisha buri gihe uko byakurikiranye, kandi bagakoresha byte-urwego rwa BPE tokenizer. Hamwe nizo mpinduka zonyine, RoBERTa yarenze BERT kandi ihuza cyangwa ikubita moderi nshya nka XLNet kuri GLUE, SQuAD, na RACE, byerekana ko imyitozo ya disipuline ishobora guhangana nudushya twubatswe.
Ubushishozi
Urufunguzo rwa RoBERTa rwari igipimo no gukoresha amakuru, ntabwo ari ibice bishya. Dynamic maskike itanga mask nshya yuburyo buguruka kuri buri cyiciro cyamahugurwa, ikerekana icyitegererezo kubintu byinshi bitandukanye byo guhanura. Kureka interuro ikurikira yo guhanura hamwe namahugurwa kumurongo wuzuye uhuza interuro ('gupakira-interuro yuzuye') byoroheje intego. Ufatanije nubunini bunini (kugeza kuri 8K bikurikiranye), gahunda yo kwiga-igipimo cyateganijwe, hamwe na BookCorpus + CC-Amakuru + OpenWebText + Inkuru corpus, aya mahitamo yazamuye epfo na ruguru neza.
Kumenya amahugurwa ya RoBERTa
RoBERTa yerekanye ko BERT yariyemeje cyane: muguhuza resept aho kuba ubwubatsi, yashyizeho ibipimo bishya byerekana. Nibishushanyo mbonera muburyo guhitamo amahugurwa bifite akamaro nkibishushanyo mbonera. Imyitozo ya RoBERTa ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo. Kugirango wubake byimbitse, fata uburyo bwo gutoza RoBERTa nk'icyitegererezo 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 RoBERTa Training Recipe 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
Kuringaniza neza RoBERTa yo gusesengura amarangamutima, gutahura uburozi, no kugereranya ibintu
Gukora nka kodegisi ikomeye yo gushakisha ibisobanuro no kwerekana interuro
Gukoresha indimi nyinshi NLP ukoresheje XLM-RoBERTa ihinduka mundimi 100
Gukora nkibipimo byukuri-byukuri kuri GLUE, SQuAD, na RACE ibipimo
Uburyo bwo Gushyira mu bikorwa
RoBERTa Amahugurwa yo Kwimenyereza
Kuringaniza neza RoBERTa yo gusesengura amarangamutima, gutahura uburozi, no kugereranya ibintu.
Kuringaniza neza RoBERTa yo gusesengura amarangamutima, gutahura uburozi, no kugereranya ibintu Amakipe akunze kubona umusaruro ushimishije mugihe asobanura ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi agakurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe.
RoBERTa Amahugurwa yo Kwimenyereza
Gukora nka kodegisi ikomeye yo gushakisha ibisobanuro no kwerekana interuro.
Gukora nka kodegisi ikomeye yo gushakisha ibisobanuro hamwe nicyitegererezo cyo gushyiramo interuro 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.
RoBERTa Amahugurwa yo Kwimenyereza
Gukoresha indimi nyinshi NLP ukoresheje XLM-RoBERTa ihinduka mundimi 100.
Guha imbaraga indimi nyinshi NLP ukoresheje XLM-RoBERTa ihindagurika mundimi 100 Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi agakurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
RoBERTa Amahugurwa yo Kwimenyereza
Gukora nkibipimo byukuri-byukuri kuri GLUE, SQuAD, na RACE ibipimo.
Gukora nkibipimo byukuri-byukuri kuri GLUE, SQuAD, na RACE Ibipimo Amakipe akunze kubona ibisubizo byiza mugihe asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimanza, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe.
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.