Kai-RAG da Maido da Tunani
Kai-RAG wani tsari ne inda samfurin harshe ke yanke shawarar lokacin da za a dawo da shi, sannan ya yi sharhi duka sassan da aka dawo da shi da nasa fitarwa ta amfani da alamun tunani na musamman.
Dubawa
Yana da mahimmanci saboda yana sanya tsararraki na sake dawo da su daidaitawa da bincika kai maimakon ɗaukar makauniyar takardu don kowace tambaya.
Zurfafa nutsewa
Daidaitaccen RAG yana dawo da ƙayyadaddun adadin wurare don kowane shigarwa, koda lokacin da babu wanda ake buƙata, kuma baya tabbatar da ko ainihin ana goyan bayan amsar. Kai-RAG, wanda Asai da abokan aiki suka gabatar a cikin 2023, suna horar da samfuri guda ɗaya don yin abubuwa uku akan buƙata. Na farko, yana fitar da alamar 'dawo' yana yanke shawarar ko ana buƙatar ilimin waje kwata-kwata. Na biyu, bayan an dawo da shi, yana fitar da alamun sharhi na 'IsRelevant' yana yanke hukunci ko kowane nassi yana taimakawa. Na uku, yana haifar da alamun 'IsSupported' da 'IsUseful' yana tantance ko maganganun nasa suna da tushe a cikin shaidar da kuma yadda amsa take da kyau. Waɗannan alamomin tunani suna barin tsarin ya dawo da shi kawai lokacin da garanti, tace wuraren da ba su dace ba, kuma sun gwammace abubuwan da samfurin da kansa ke ƙididdige shi da goyan baya, yana rage ruɗi.
Fahimtar Fasaha
An horar da kai-RAG ta hanyar ilmantarwa mai kulawa akan bayanan da aka yi wa lakabi tare da alamun tunani, galibi ana distilled daga mafi ƙarfi samfurin kamar GPT-4. A cikin ƙidayar, ƙirar tana raba alamun rubutu na yau da kullun tare da waɗannan alamun sarrafawa na musamman. Binciken katako na matakin yanki zai iya ci gaba da ci gaba da ɗan takara ta amfani da yuwuwar alamun ƙididdiga, barin masu haɓakawa su daidaita ɗabi'a a lokacin gudu - alal misali, auna 'An Tallafawa' da ƙarfi don haɓaka ƙasa ta gaskiya tare da iyawa.
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 Kai-RAG da Maido da Tunani
Maido da tunani yana haɗuwa tare da RAG mai aiki, inda samfura ke tsara bincike-bincike matakai da yawa, kayan aikin kira, da daidaita kai a duk faɗin juzu'i. Yi tsammanin haɗin kai mai ƙarfi tare da ƙira mai tabbatarwa, dawo da jadawalin ilimi, da ƙarfafa koyo wanda ke ba da amsoshi masu aminci, da aka ambata. Yayin da tsarin tunani ke girma, akan buƙata da sakewa da ƙima da kansa zai iya zama tsohuwar ɗabi'a maimakon wani tsari na daban, tare da ƙirar tana yanke shawarar nawa shaida kowace da'awar ke buƙata.
Aiwatar da Gaskiyar Duniya
Mataimakin Q&A na likita yana dawo da jagororin don tambayoyin asibiti kawai kuma ya tsallake dawowa don gaisuwa, ta amfani da alamar 'dawo' yanke shawara.
Mataimakin bincike yana tace abubuwan binciken da ba a magana ba ta hanyar bincika kowane nassi na 'IsRelevant' kafin rubutawa.
Botbot na kasuwanci ya fi son amsoshin da aka yiwa lakabin 'An Tallafawa' don haka bayanansa sun tsaya a cikin takaddun kamfani, yana yanke hasashe.
Kayan aikin duba gaskiya yana amfani da makin 'IsUseful' don sanya amsoshi da yawa na ɗan takara da kuma bayyana mafi kyawun shaida.
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
Hasashen RAG da Maidowa-Ƙara Tsari
Tambayoyin da ake yawan yi
Menene RAG ɗin Kai da Mai da Tunani?
Kai-RAG wani tsari ne inda samfurin harshe ke yanke shawarar lokacin da za a dawo da shi, sannan ya yi sharhi duka sassan da aka dawo da shi da nasa fitarwa ta amfani da alamun tunani na musamman. Yana da mahimmanci saboda yana sanya tsararraki na sake dawo da su daidaitawa da bincika kansu maimakon ɗaukar makauniyar takardu don kowace tambaya.
Wane mahimmin yanke shawara ne kai-RAG ya yanke wannan daidaitaccen RAG bai yi ba?
Kai-RAG tana fitar da alamar 'dawo' don yanke shawara akan buƙata ko ana buƙatar takaddun waje, maimakon maidowa koyaushe.
Menene 'alamomin tunani' a cikin Self-RAG?
Alamu na tunani kamar IsRelevant, Ana Tallafawa, da IsUseful bari samfurin ya faɗi sassan da abin da ya fito.
Wace alamar tunani ce ke tantance ko bayanin da aka ƙirƙira ya dogara ne a cikin shaidar da aka dawo da ita?
Alamar da aka Tallafawa tana yin hukunci ko da'awar ƙirar tana da goyan bayan ɓangarorin da aka dawo dasu, suna taimakawa rage hasashe.
Ta yaya samfurin kai-RAG yawanci horarwa don samar da alamun tunani?
Kai-RAG na koyo daga bayanan horon da aka keɓance tare da alamun tunani, akai-akai ana samarwa ta mafi kyawun ƙirar malami kamar GPT-4.
Wace fa'ida ke fitar da sukar 'IsRelevant' ga kowane sashe yana samarwa?
Ta hanyar sukar dacewar kowane nassi, Kai-RAG na iya yin watsi da abubuwan da ba a bayyana ba maimakon cusa su cikin amsar.