Hasashen Hasashen Hasashen HyDE
HyDE yana inganta maidowa ta hanyar fara tambayar ƙirar harshe don tunanin takardar amsa ta karya, sannan bincika tare da shigar da wannan takarda maimakon ainihin tambayar.
Dubawa
It bridges the gap between short questions and the longer passages you actually want to find.
Zurfafa nutsewa
HyDE (Hanyoyin Hasashen Tattalin Arziki), wanda Gao da abokan aiki suka gabatar a cikin 2022, suna magance matsala a cikin maidowa mai yawa: gajeriyar tambaya da hanyar amsa da ta dace galibi suna rayuwa a yankuna daban-daban na saka sararin samaniya. A girke-girke yana da matakai uku. Da farko, faɗakar da LLM mai biyowa umarni (kamar InstructGPT) don samar da daftarin hasashen da zai amsa tambayar, ko da ya ƙunshi ƙirƙira ko wani ɓangaren da ba daidai ba. Na biyu, saka waccan daftarin ma'auni tare da inkodi mai ban mamaki mara kulawa (kamar Contriever). Na uku, yi amfani da wannan haɗawa don nemo wurare na gaske ta binciken makwabci mafi kusa. Mai rikodin rikodin yana aiki azaman kwampreso mai asara, yana tace ƙiren ƙarya na LLM yayin da yake kiyaye siginar fassarar da ta dace. Abin sha'awa, HyDE yana aiki da sifili, ba ya buƙatar bayanan dacewa mai lakabi, kuma yayi daidai ko ya doke masu dawo da kyau a cikin harsuna da ayyuka.
Fahimtar Fasaha
Hankali mai wayo shi ne cewa matakin haɗawa da hayaniya ce. Ko da yake takaddar da aka ƙirƙira na iya ƙunsar kurakurai na gaskiya, ƙaƙƙarfan taswirorin taswirorin taswirar ta kusa da ingantattun wurare masu dacewa saboda suna raba yanayin yanayi da na ma'ana, yayin da ƙayyadaddun ƙayyadaddun ƙayyadaddun ƙayyadaddun ƙayyadaddun ƙayyadaddun ƙayyadaddun ƙayyadaddun ƙayyadaddun ƙayyadaddun ƙayyadaddun ƙayyadaddun ƙayyadaddun ƙayyadaddun ƙayyadaddun ƙayyadaddun ƙayyadaddun vector ke wanke su. HyDE yana jujjuya nauyi daga horar da mai rikodin tambaya zuwa yin amfani da ingantaccen ilimin LLM tare da mai sakawa mara sa ido.
Dabarun Tasiri
Gudu da sikelin
Gudun aikin harshe na iya tafiya da sauri ba tare da sadaukar da daidaito ba.
Shiga ku isa
Yana faɗaɗa damar shiga cikin harsuna da salon sadarwa.
Shawarwari masu haske
Ƙungiyoyi za su iya ciyar da ƙarin lokaci akan hukunci yayin da aiki da kai ke sarrafa maimaitawa.
Makomar Hatsarin Takardun Hasashen HyDE
HyDE tubalin gini ne a cikin bututun RAG na ci gaba, galibi ana haɗe shi tare da ƙima da tsararrun tambaya. Yi tsammanin bambance-bambancen da ke haifar da takaddun hasashe da yawa da matsakaita abubuwan da suka haɗa su don ƙarfi, amfani mai daidaitawa wanda ke haifar da HyDE kawai lokacin da ɗanyen tambaya ya dawo da kyau, da ƙara haɗa kai tare da LLMs na gida mai rahusa don yanke latency da farashi. Kamar yadda ƙirar ƙira ta haɓaka, ingancin takaddun hasashen - kuma don haka maidowa - yakamata a ci gaba da haɓaka.
Aiwatar da Gaskiyar Duniya
Maido da harbin sifili a cikin sabon yanki inda babu alamar bayanin horon hanyar wucewa
Binciken harsuna da yawa, samar da amsa tabbatacciyar amsa a cikin harshen da aka yi niyya kafin sakawa
Haɓaka tunowar RAG ta hanyar faɗaɗa tambayoyin mai amfani zuwa cikin takaddun bayanan karya
Bincike da bincike na shari'a inda gajerun tambayoyin ke buƙatar dacewa da ƙaƙƙarfan wurare masu yawa, manyan wurare masu nauyi
Hatsari & Tsare-tsare
Abubuwan da aka ruɗe suna iya shigar da rahotanni cikin nutsuwa, kwararar tallafi, ko abubuwan bincike.
Hankali na gaggawa na iya ƙirƙirar sakamako mara daidaituwa a cikin buƙatun iri ɗaya.
Za a iya fallasa bayanan rubutu mai ma'ana idan ikon samun dama yana da rauni.
Taswirar Hanya
Ƙayyade tsarin fitarwa, sautin, da ma'auni masu inganci kafin fitowa.
Amsa a ƙasa tare da amintattun tushe a duk lokacin da daidaito ya shafi mahimmanci.
Ajiye wurin binciken ɗan adam don abubuwan da ake samu masu girma.
Bibiyar tsarin gazawar kuma sake horar da tsokaci ko tafiyar aiki akai-akai.
Ci gaba da Bincike
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Jagora na gaba
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Tambayoyin da ake yawan yi
What is HyDE Hypothetical Document Embeddings?
HyDE yana inganta maidowa ta hanyar fara tambayar ƙirar harshe don tunanin takardar amsa ta karya, sannan bincika tare da shigar da wannan takarda maimakon ainihin tambayar. Yana daidaita tazarar da ke tsakanin gajerun tambayoyi da tsayin dakaru da kuke son samu.
Menene HyDE ke samarwa kafin aiwatar da sakewa?
HyDE yana sa LLM ya rubuta takardar amsa ta zato, wanda ake amfani da sakawa don nemo saƙon gaske.
Me ya sa ba shi da mahimmanci idan takaddar hasashe ta ƙunshi kurakurai na gaskiya?
Ƙaddamar da ƙayyadaddun ƙayyadaddun ƙira yana aiki azaman ƙugiya mai asara wanda ke ɗaukar mahimmancin yanayi yayin watsar da cikakkun bayanai.
Wanne nau'in ƙirar ƙira ne aka yi amfani da shi a cikin ainihin HyDE don ɓoye takaddar hasashe?
HyDE ya haɗa janareta na LLM tare da maɓalli mai ban sha'awa mara kulawa kamar Contriever don shigar da daftarin hasashe.
Wace babbar matsala ce ta dawo da HyDE don magancewa?
Ta hanyar juya tambaya zuwa rubutu mai kama da daftarin aiki, HyDE yana matsar da alamar bincike kusa da nau'in sassan da ya kamata ya dace.