Ntinye akwụkwọ Hypothetical HyDE
HyDE na-akwalite iweghachite site na mbụ ịjụ ụdị asụsụ ka ọ were chepụta akwụkwọ azịza adịgboroja, wee jiri ntinye akwụkwọ ahụ chọọ ya kama ịjụjụ ngwa ngwa.
Nchịkọta
It bridges the gap between short questions and the longer passages you actually want to find.
Ime miri emi
HyDE (Embeddings akwụkwọ akụkọ ifo), tụrụ aro na 2022 site n'aka Gao na ndị ọrụ ibe ya, na-edozi nsogbu na iweghachite oke: ajụjụ dị mkpirikpi na akụkụ azịza dị mkpa na-ebikarị na mpaghara dị iche iche nke oghere. Ntụziaka nwere nzọụkwụ atọ. Nke mbụ, kpalite ntụziaka na-eso LLM (dị ka InstructGPT) ka ịmepụta akwụkwọ echiche nke ga-aza ajụjụ a, ọ bụrụgodị na o nwere nkọwapụta echepụtara ma ọ bụ nke ezughị oke. Nke abụọ, tinye akwụkwọ ntule ahụ na koodu ngbanwe enweghị nleba anya (dị ka Contriever). Nke atọ, jiri ntinye ahụ chọta ezigbo akụkụ site na nchọ onye agbata obi kacha nso. Ihe ngbanwe ahụ na-arụ ọrụ dị ka kọmpat na-efu efu, na-ehichapụ ihe ndị LLM mere ka ọ na-edobe mgbaama ntụgharị uche dị mkpa. N'ụzọ dị ịrịba ama, HyDE na-arụ ọrụ zero-shot, na-achọghị data dabara adaba, ma dakọtara ma ọ bụ na-akụghachi ndị na-emegharị ahụ nke ọma n'ofe asụsụ na ọrụ.
Nghọta nka nka
Nghọta amamihe dị na ya bụ na ntinye ntinye bụ ihe na-eme mkpọtụ. N'agbanyeghị na akwụkwọ emepụtara nwere ike ịnwe mperi nke eziokwu, mapụ koodu ahụ siri ike na-edobe ya nso n'ezie akụkụ dị mkpa n'ihi na ha na-ekerịta usoro isiokwu na usoro ọmụmụ, ebe a na-asachapụ nkọwa ndị ahụ n'ime mpekere nke vector nwere oke. HyDE na-atụgharị ibu ahụ site na ịzụ ihe ngbanwe ajụjụ gaa n'ịkwalite ihe ọmụma nke mmepụta LLM gbakwunyere ihe ntinye na-enweghị nlekọta.
Mmetụta atụmatụ
Ọsọ na ọnụ ọgụgụ
Usoro ọrụ asụsụ nwere ike ịga ngwa ngwa n'achụghị nkwụsi ike.
Nweta na iru
Ọ na-agbasawanye ohere n'ofe asụsụ na ụdị nzikọrịta ozi.
Mkpebi doro anya
Ndị otu nwere ike itinyekwu oge na ikpe ebe akpaaka na-ejikwa nkwughachi.
Ọdịnihu nke ntinye akwụkwọ hypothetical HyDE
HyDE bụ ngọngọ ụlọ n'ime pipeline RAG dị elu, na-ejikọta ya na nhazigharị na ọgbọ ajụjụ ọtụtụ. Na-atụ anya ụdị dị iche iche nke na-emepụta ọtụtụ akwụkwọ ntule yana nkezi ntinye ha maka ịdị ike, iji mgbanwe na-akpalite HyDE naanị mgbe ajụjụ raw na-eweghachite nke ọma, yana njikọta siri ike na LLM mpaghara dị ọnụ ala iji belata latency na ọnụ ahịa. Ka ụdị ndị na-emepụta ihe na-akawanye mma, ịdịmma nke akwụkwọ echiche - wee weghachi - kwesịrị ịnọgide na-arị elu.
Mmejuputa n'ezie n'ụwa
Mweghachite efu na ngalaba ọhụrụ ebe enweghị data ọzụzụ ngafe ajụjụ dị
Ọchụchọ ọtụtụ asụsụ, na-ewepụta azịza echiche n'asụsụ ebumnuche tupu itinye ya
Imelite ncheta RAG site n'ịgbasa ajụjụ ndị ọrụ terse n'ime akwụkwọ pseudo bara ụba
Nchọcha na nchọ n'iwu ebe ajụjụ dị mkpirikpi kwesịrị kwekọọ n'ahịrịokwu ndị siri ike ma dị arọ
Ihe ize ndụ & okporo ụzọ nche
Eziokwu ndị e chepụtara echepụta nwere ike jiri nwayọ tinye akụkọ, nkwado nkwado, ma ọ bụ nsonaazụ nyocha.
Mmetụta ngwa ngwa nwere ike ịmepụta nsonaazụ na-ekwekọghị ekwekọ n'ofe arịrịọ ndị yiri ya.
Enwere ike ikpughe data ederede nwere mmetụta ma ọ bụrụ na njikwa ohere adịghị ike.
Map mmejuputa
Kọwaa usoro mmepụta, ụda, na ụkpụrụ ịdịmma tupu ibugharị.
Weghachite nzaghachi site na isi mmalite ntụkwasị obi mgbe ọ bụla izi ezi dị mkpa.
Debe ebe nleba anya mmadụ maka mpụta dị elu.
Sochie ụkpụrụ ọdịda ma na-azụghachi mkpali ma ọ bụ usoro ọrụ mgbe niile.
Nọgide na-eme nchọpụta
Free newsletter
Get the daily AI briefing
Three verified AI stories every weekday morning, written in plain English. Free forever, no ads.
One email each weekday. Unsubscribe in one click. We never sell or share your address.
Test yourself
Take the HyDE Hypothetical Document Embeddings quiz
Instant feedback on every answer, and a shareable certificate with a verifiable ID once you pass a course.
Support free AI education. AI Understanding is a 501(c)(3) nonprofit — no ads, no paywall, ever. Make a donation
Ntuziaka na-esote
Ngwa ngwa ngwa ngwa ngwa mgbakwunye
Ajụjụ a na-ajụkarị
What is HyDE Hypothetical Document Embeddings?
HyDE na-akwalite iweghachite site na mbụ ịjụ ụdị asụsụ ka ọ were chepụta akwụkwọ azịza adịgboroja, wee jiri ntinye akwụkwọ ahụ chọọ ya kama ịjụjụ ngwa ngwa. Ọ na-edozi ọdịiche dị n'etiti ajụjụ dị mkpirikpi na ogologo akụkụ nke ịchọrọ ịchọta.
Kedu ihe HyDE na-emepụta tupu ịmeghachite?
HyDE na-akpali LLM ka ọ dee akwụkwọ azịza echiche, nke a na-eji ntinye ya wee chọọ akụkụ Akwụkwọ Nsọ n'ezie.
Gịnị mere na ọ dịghị mkpa ma ọ bụrụ na akwụkwọ echiche nwere mmejọ ndị bụ eziokwu?
Ntinye n'ogo a kapịrị ọnụ na-arụ ọrụ dị ka ihe na-efunahụ mkpọ na-ejide mkpa mpaghara ma na-atụfu nkọwa doro anya.
Kedu ụdị ụdị ntinye a na-eji na HyDE mbụ iji tinye koodu echiche ahụ?
HyDE jikọtara onye na-emepụta LLM ya na ihe ngbanwe enweghị nleba anya dị ka Contriever iji tinye akwụkwọ echiche ahụ.
Kedu isi nsogbu dị na nweghachite nnukwu ka e mere HyDE iji lebara ya anya?
Site n'ịtụgharị ajụjụ ka ọ bụrụ ederede dị ka akwụkwọ, HyDE na-akpali vector ọchụchọ nso n'ụdị akụkụ nke ọ kwesịrị dakọtara.