Incamake
HyDE itezimbere kugarura ubanza gusaba icyitegererezo cyururimi kwiyumvisha inyandiko y'ibisubizo mpimbano, hanyuma ugashakisha hamwe ninyandiko yashyizwemo aho kubaza ikibazo kibisi. Ikemura icyuho kiri hagati yibibazo bigufi nibice birebire ushaka kubona.
HyDE Hypothetical Document Embeddings ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo.
Kwibira cyane
HyDE (Hypothetical Document Embeddings), yatanzwe mu 2022 na Gao na bagenzi be, ikemura ikibazo mugushakisha ibintu byinshi: ikibazo kigufi hamwe nigisubizo kiboneye gikunze kuba mubice bitandukanye byumwanya. Ibisobanuro bifite intambwe eshatu. Ubwa mbere, saba amabwiriza-akurikira LLM (nka InstructGPT) kubyara hypothetical document yasubiza ikibazo, niyo cyaba kirimo ibintu byahimbwe cyangwa igice kidahwitse. Icya kabiri, shyiramo iyo hypothetical document hamwe na kodegisi itagenzuwe (nka Contriever). Icya gatatu, koresha ibyo gushiramo kugirango ubone ibice nyabyo kubushakashatsi bwegeranye-hafi. Kodegisi ikora nka compressor yatakaye, iyungurura ibihimbano bya LLM mugihe ikomeza ibimenyetso bifatika. Igitangaje, HyDE ikora zeru-shusho, idakeneye amakuru yerekana ibimenyetso bifatika, kandi ihuye cyangwa ikubita neza neza ibyakuwe mu ndimi n'imirimo.
Ubushishozi
Ubushishozi bwubwenge nuko intambwe yo gushiramo ari urusaku rwinshi. Nubwo inyandiko yakozwe ishobora kuba irimo amakosa afatika, kodegisi yuzuye irayishushanya hafi yukuri bifatika kuko bisangiye imiterere yibisobanuro hamwe nibisobanuro, mugihe ibintu bisobanutse neza byogejwe mumacupa yubunini bugaragara. HyDE ihindura umutwaro kuva mumahugurwa yikibazo kijyanye no gukoresha ubumenyi bwa LLM bwiyongera hiyongereyeho ububiko butagenzuwe.
Kumenya HyDE Hypothetical Document Embeddings
HyDE itezimbere kugarura ubanza gusaba icyitegererezo cyururimi kwiyumvisha inyandiko y'ibisubizo mpimbano, hanyuma ugashakisha hamwe ninyandiko yashyizwemo aho kubaza ikibazo kibisi. Ikemura icyuho kiri hagati yibibazo bigufi nibice birebire ushaka kubona. HyDE Hypothetical Document Embeddings ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo. Kugirango wubake byimbitse, fata HyDE Hypothetical Document Embeddings 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 HyDE Hypothetical Document Embeddings 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
Zeru-shoti kugarura muri domaine nshya aho nta kimenyetso cyanditseho ikibazo-cyamahugurwa gihari
Gushakisha indimi nyinshi, kubyara hypothettike igisubizo mururimi rugenewe mbere yo gushiramo
Gutezimbere RAG kwibutsa mukwagura terse ibibazo byabakoresha mubukire bwa pseudo-inyandiko
Ubushakashatsi nubushakashatsi bwemewe aho ibibazo bigufi bigomba guhuza ibice byinshi, jargon-iremereye
Uburyo bwo Gushyira mu bikorwa
HyDE Hypothetical Document Kwinjiza mubikorwa
Zeru-shoti kugarura muri domaine nshya aho nta kimenyetso cyanditseho ikibazo-cyamahugurwa gihari.
Kugarura zeru muri domaine nshya aho nta kimenyetso cyanditseho ikibazo-cyamahugurwa gihari 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.
HyDE Hypothetical Document Kwinjiza mubikorwa
Gushakisha indimi nyinshi, kubyara hypothettike igisubizo mururimi rugenewe mbere yo gushiramo.
Gushakisha indimi nyinshi, gutanga igisubizo kijyanye nururimi rwibanze mbere yo gushyiramo Amakipe mubisanzwe abona ibisubizo byiza mugihe asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimanza, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
HyDE Hypothetical Document Kwinjiza mubikorwa
Gutezimbere RAG kwibutsa mukwagura terse ibibazo byabakoresha mubukire bwa pseudo-inyandiko.
Gutezimbere RAG yibutsa mukwagura ibibazo byabakoresha mubitabo bikungahaye kuri pseudo-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.
HyDE Hypothetical Document Kwinjiza mubikorwa
Ubushakashatsi nubushakashatsi bwemewe aho ibibazo bigufi bigomba guhuza ibice byinshi, jargon-iremereye.
Ubushakashatsi nubushakashatsi bwemewe n'amategeko aho ibibazo bigufi bigomba guhuza ibice byinshi, jargon-iremereye yinkomoko yamakipe ubusanzwe abona ibisubizo byiza iyo 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.