Incamake
Ururimi rwerekana maskike yigisha AI kuzuza amagambo yihishe nkana ukoresheje imiterere yuzuye, ibumoso n'iburyo. Nuburyo bwamahugurwa inyuma ya BERT nimpamvu abanyamideli bashobora kumva byimazeyo ibisobanuro byinteruro aho guhanura ibizakurikiraho.
Ururimi rwuzuye Masked ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo.
Kwibira cyane
Mu kwerekana imvugo yerekana ibimenyetso (MLM), ufata interuro, ugahisha uhisha hafi 15% yikimenyetso cyayo hamwe nikimenyetso kidasanzwe [MASK], hanyuma ugatoza icyitegererezo cyo gukeka umwimerere. Kuberako icyitegererezo kibona amagambo kumpande zombi za ubusa, yubaka ibyerekezo byombi kubyerekeranye. BERT, yatangijwe na Google muri 2018, yamenyekanye cyane. Ubwenge burambuye: bwimyanya yipfundikiriye, hafi 80% bahinduka [MASK], 10% bahinduranya ijambo ridahwitse, naho 10% basigaye badahindutse. Ibi birinda icyitegererezo kutigera dutegereza gusa ikimenyetso [MASK] mugihe cyo guhanura kandi kigatera imbaraga. Nyuma yo kwitegura, icyitegererezo cyateguwe neza kubikorwa nko gutondeka, gusubiza ibibazo, no kumenyekana-kumenyekana.
Ubushishozi
MLM ikoresha kodegisi ya Transformer hamwe no kwiyitaho byombi, bityo buri kimenyetso cyitabira abandi icyarimwe. Igihombo kibarwa gusa kumyanya yipfutse ukoresheje cross-entropy irwanya indangamuntu nyayo. Kuberako kwitabwaho atari impamvu (nta masike izaza), guhagararirwa kuri buri jambo bihuza ibumoso niburyo muburyo bumwe. Ibyo byerekezo byombi nibyo rwose-moderi ikurikira ireka ubushobozi bwo kubyara.
Kumenya Ururimi rwuzuye Masked
Ururimi rwerekana maskike yigisha AI kuzuza amagambo yihishe nkana ukoresheje imiterere yuzuye, ibumoso n'iburyo. Nuburyo bwamahugurwa inyuma ya BERT nimpamvu abanyamideli bashobora kumva byimazeyo ibisobanuro byinteruro aho guhanura ibizakurikiraho. Ururimi rwuzuye Masked ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo. Kugirango wubake byimbitse, fata Ururimi rwerekana Masked 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 Masked Language Modeling 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
Imbaraga Google Shakisha BERT ishingiye kubisobanuro byibibazo byo kuganira kugirango usubize impapuro zingirakamaro.
Gukora interuro yashizwemo gushakisha ibisobanuro hamwe na sisitemu yo kugarura inyandiko.
Kuringaniza neza BERT yo gusesengura amarangamutima kubicuruzwa cyangwa amatike yo gushyigikira.
Izina-ryamenyekanye kumenyekanisha abantu, amashyirahamwe, n'amatariki bivuye mumategeko cyangwa ubuvuzi.
Uburyo bwo Gushyira mu bikorwa
Icyitegererezo cyururimi rwerekana imyitozo
Imbaraga Google Shakisha BERT ishingiye kubisobanuro byibibazo byo kuganira kugirango usubize impapuro zingirakamaro.
Guha imbaraga Google Gushakisha BERT ishingiye kubisobanuro byibibazo byo kuganira kugirango ugarure impapuro zingirakamaro Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
Icyitegererezo cyururimi rwerekana imyitozo
Gukora interuro yashizwemo gushakisha ibisobanuro hamwe na sisitemu yo kugarura inyandiko.
Kubyara interuro yo gushakisha ibisobanuro hamwe na sisitemu yo kugarura inyandiko Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
Icyitegererezo cyururimi rwerekana imyitozo
Kuringaniza neza BERT yo gusesengura amarangamutima kubicuruzwa cyangwa amatike yo gushyigikira.
Kuringaniza neza BERT kugirango isesengure ryamarangamutima ku bicuruzwa cyangwa amatike yo gushyigikira 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.
Icyitegererezo cyururimi rwerekana imyitozo
Izina-ryamenyekanye kumenyekanisha abantu, amashyirahamwe, n'amatariki bivuye mumategeko cyangwa ubuvuzi.
Kumenyekanisha-ibigo kumenyekanisha abantu, amashyirahamwe, n'amatariki bivuye mumyandiko yemewe cyangwa yubuvuzi Amakipe akunze kubona umusaruro mwiza mugihe asobanura ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimanza, kandi akurikirana inyungu zibyara umusaruro 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.