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.
Incamake
It bridges the gap between short questions and the longer passages you actually want to find.
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.
Ingaruka z'Ingamba
Umuvuduko n'igipimo
Ururimi rwakazi rushobora kugenda byihuse nta gutamba guhuzagurika.
Kugera no kugera
Yagura uburyo bwindimi nuburyo bwo gutumanaho.
Ibyemezo bisobanutse
Amakipe arashobora kumara umwanya munini murubanza mugihe automatike ikora gusubiramo.
Kazoza ka HyDE Hypothetical Document Embeddings
HyDE ni inyubako yubaka mumiyoboro ya RAG igezweho, akenshi ihujwe na reranking hamwe nibibazo byinshi. Tegereza impinduka zitanga inyandiko nyinshi zimpuzandengo kandi ugereranije ibyo bashizemo kugirango bakomere, gukoresha imihindagurikire y'ikirere itera HyDE gusa mugihe ikibazo kibisi cyagaruye nabi, hamwe no guhuza hamwe na LLM zahendutse zaho kugirango ugabanye ubukererwe nigiciro. Mugihe ibyitegererezo bibyara umusaruro bigenda byiyongera, ubwiza bwinyandiko - kandi rero kugarura - bigomba gukomeza kuzamuka.
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
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.
Ibisubizo byibanze hamwe nisoko yizewe igihe cyose ukuri kwingirakamaro.
Komeza kugenzura abantu kugenzura ibisubizo byinshi.
Kurikirana uburyo bwo kunanirwa no kongera imyitozo cyangwa akazi gahoraho.
Komeza Ubushakashatsi
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What is 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.
Niki HyDE itanga mbere yo gukora retrake?
HyDE isaba LLM kwandika inyandiko isubiza hypothettike, iyinjizamo noneho ikoreshwa mugushakisha ibice nyabyo.
Kuki ntacyo bitwaye cyane niba inyandiko ya hypothettike irimo amakosa yukuri?
Ingano-yashizwemo ikora nkibintu bitakaza igihombo gifata akamaro gakomeye mugihe cyo guta amakuru arambuye.
Ni ubuhe bwoko bwo gushyiramo moderi bukoreshwa muri HyDE yumwimerere kugirango ushireho inyandiko ya hypothettike?
HyDE ikora generator ya LLM hamwe na kodegisi itagenzuwe nka Contriever kugirango ushiremo inyandiko.
Ni ikihe kibazo cyibanze mugushakisha kwinshi HyDE yagenewe gukemura?
Muguhindura ikibazo mubyandiko bisa ninyandiko, HyDE yimura vector yubushakashatsi hafi yubwoko ibice bigomba guhura.