Incamake
Ibyinshi Byakuweho (DPR) isanga inyandiko ijyanye no kugereranya ibisobanuro byikibazo nibice nkibice byumubare, ntabwo bihuye namagambo. Nibyingenzi kuko irashobora kubona ibisubizo nyabyo nubwo ikibazo hamwe ninyandiko bisangiye zeru amagambo.
Gusubiramo Ibice Byinshi ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo.
Kwibira cyane
DPR, yatangijwe na Facebook AI muri 2020, ikoresha kodegisi ebyiri zitandukanye za BERT: kodegisi yibibazo hamwe na kodegisi. Buri kimwe gihindura inyandiko muburyo burebure buringaniye (akenshi 768). Ibyingenzi nigicuruzwa cyadomo hagati yikibazo cyibibazo na vectori, bityo kugarura bihinduka byihuse-umuturanyi ushakisha hejuru yibice byashizwemo. Icyitegererezo cyatojwe gifite intego zinyuranye: gukurura icyerekezo cyiburyo hafi yikibazo no gusunika ibitari byiza, ukoresheje ibibi byongeweho wongeyeho ibibi byacukuwe muri BM25. Kumurongo ufunguye QA ibipimo nkibibazo bisanzwe, DPR yatsinze BM25 yiganje cyane ku ntera nini, byerekana ko guhuza ibisobanuro byizewe bishobora kurenza ijambo ryibanze gushakisha ibisubizo.
Ubushishozi
DPR ni bi-koderi: ikubiyemo ikibazo na buri gice cyigenga, bityo ibice byose byaciwe bibarwa rimwe bikabikwa mubipimo byerekana (urugero, FAISS). Mugihe cyibibazo uhisha gusa ikibazo, hanyuma ukore hafi yishakisha ryabaturanyi. Amahugurwa ashingiye kubibi-bindi - ibindi bice muri mini-batch imwe bitanga ingero mbi hafi yubusa, ibyo bigatuma umwe muburyo bwiza butanga ibigereranyo byinshi bitandukanye.
Kumenya ibice byuzuye
Ibyinshi Byakuweho (DPR) isanga inyandiko ijyanye no kugereranya ibisobanuro byikibazo nibice nkibice byumubare, ntabwo bihuye namagambo. Nibyingenzi kuko irashobora kubona ibisubizo nyabyo nubwo ikibazo hamwe ninyandiko bisangiye zeru amagambo. Gusubiramo Ibice Byinshi ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo. Kugirango wubake byimbitse, fata Dense Passage Retrieval 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 Dense Passage Retrieval 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
Gufungura-domaine ikibazo gisubiza sisitemu ikurura ibice bya Wikipedia mbere yuko LLM yandika igisubizo
Gushakisha inyandiko zumushinga aho abakozi babaza ibibazo bisanzwe bakabona paragarafu zingirakamaro nubwo nta jambo ryibanze ryibanze
Bots-infashanyo yumukiriya kugarura ingingo yukuri ifasha-ikigo kuva mubibazo bisobanuwe
Gukuramo-byongerewe ibiganiro biganisha kubisubizo mubumenyi bwihariye kugirango ugabanye salusiyo
Uburyo bwo Gushyira mu bikorwa
Gusubiramo Ibice Byinshi Mubikorwa
Gufungura-domaine ikibazo gisubiza sisitemu ikurura ibice bya Wikipedia mbere yuko LLM yandika igisubizo.
Gufungura-gusubiza ibibazo bisubiza sisitemu ikurura gushyigikira ibice bya Wikipedia mbere yuko LLM yandika igisubizo Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi agakurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Gusubiramo Ibice Byinshi Mubikorwa
Gushakisha inyandiko zumushinga aho abakozi babaza ibibazo bisanzwe bakabona paragarafu zingirakamaro nubwo nta jambo ryibanze ryibanze.
Gushakisha inyandiko za entreprise aho abakozi babaza ibibazo bisanzwe kandi bakabona paragarafu zingirakamaro nubwo nta jambo ryibanze ryibanze Amakipe akunze kubona ibisubizo byiza mugihe asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Gusubiramo Ibice Byinshi Mubikorwa
Bots-infashanyo yumukiriya kugarura ingingo yukuri ifasha-ikigo kuva mubibazo bisobanuwe.
Bots-ifasha abakiriya kugarura ingingo-ifasha-ikigo gikwiye mu kirego gisobanutse Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimanza, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Gusubiramo Ibice Byinshi Mubikorwa
Gukuramo-byongerewe ibiganiro biganisha kubisubizo mubumenyi bwihariye kugirango ugabanye salusiyo.
Kugarura-byongerewe ibiganiro biganisha kubisubizo mubumenyi bwigenga kugirango ugabanye salusiyo 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.
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.