Kwikorera-RAG no Kugarura
Kwikorera-RAG ni urwego aho icyitegererezo cyururimi gihitamo igihe cyo kugarura, hanyuma kunegura ibice byombi byakuwe hamwe nibisohoka byacyo ukoresheje ibimenyetso byihariye byo kwerekana.
Incamake
It matters because it makes retrieval-augmented generation adaptive and self-checking instead of blindly fetching documents for every query.
Kwibira cyane
Bisanzwe RAG igarura umubare uhamye wibice kuri buri cyinjijwe, nubwo nta na kimwe gikenewe, kandi ntigishobora kugenzura niba igisubizo gishyigikiwe. Self-RAG, yatangijwe na Asai na bagenzi be mu 2023, itoza icyitegererezo kimwe cyo gukora ibintu bitatu kubisabwa. Ubwa mbere, itanga ikimenyetso 'kugarura' cyerekana niba ubumenyi bwo hanze bukenewe na gato. Icya kabiri, nyuma yo kugarura, itanga 'IsRelevant' ibimenyetso byo kunegura niba buri gice gifasha. Icya gatatu, itanga 'IsSupported' na 'IsUseful' ibimenyetso byerekana niba ibyo ivuga ubwabyo bishingiye kubimenyetso nuburyo igisubizo ari cyiza. Ibimenyetso byerekana reka sisitemu igaruke gusa mugihe byemewe, gushungura ibice bidafite aho bihuriye, kandi ugahitamo ibisubizo icyitegererezo ubwacyo kigereranya neza-gishyigikiwe neza, kugabanya salusiyo.
Ubushishozi
Self-RAG ihugurwa binyuze mukwiga kugenzurwa kumakuru yanditseho ibimenyetso byerekana, akenshi bitandukanijwe nicyitegererezo gikomeye nka GPT-4. Mugusuzuma, icyitegererezo gihuza inyandiko zisanzwe hamwe nibimenyetso byihariye byo kugenzura. Igice cyo murwego rwo gushakisha gishobora gutsinda amanota yumukandida ukoresheje kunegura ibimenyetso byerekana ibimenyetso, kureka abitezimbere bakitwara neza mugihe cyo gukora - urugero, kuremerera 'IsSupported' cyane kugirango bagaragaze ishingiro ryukuri hamwe no kuvuga neza.
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 Kokwigenga-RAG no Kugarura
Kubona ibintu neza ni uguhuza na agent RAG, aho moderi itegura gushakisha intambwe nyinshi, ibikoresho byo guhamagara, no kwikosora mugusubiramo. Tegereza guhuza byimazeyo kwinegura hamwe na moderi igenzura, kugarura ibishushanyo mbonera byubumenyi, hamwe no kwiga gushimangira bihesha ibisubizo byizerwa, byatanzwe neza. Nka moderi yo gutekereza ikuze, kubisabwa no kwisuzumisha ubwabyo birashoboka ko bihinduka imyitwarire idasanzwe aho kuba urwego rwihariye, hamwe nurugero ruhitamo ibimenyetso byinshi buri kirego gisaba.
Gushyira mu bikorwa Isi
Umufasha wubuvuzi Q&A agarura umurongo ngenderwaho kubibazo byubuvuzi gusa agasiba kugarura indamutso, akoresheje ikimenyetso cyacyo 'kugarura'.
Umufasha wubushakashatsi muyungurura hanze yishakisha ryibanze mugenzura buri gice 'IsRelevant' kunegura mbere yo kwandika.
Ikiganiro cyumushinga gikunda ibisubizo byanditseho 'IsSupported' kugirango imvugo yacyo igume ishingiye kumyandiko yisosiyete, guca salusiyo.
Igikoresho cyo kugenzura gifashisha amanota 'IsUseful' kugirango utondekane ibisubizo byinshi byabakandida kandi ugaragaze neza.
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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Ubuyobozi bukurikira
Ibishushanyo RAG hamwe no Gushakisha-Byateguwe
Ibibazo bikunze kubazwa
What is Self-RAG and Reflective Retrieval?
Kwikorera-RAG ni urwego aho icyitegererezo cyururimi gihitamo igihe cyo kugarura, hanyuma kunegura ibice byombi byakuwe hamwe nibisohoka byacyo ukoresheje ibimenyetso byihariye byo kwerekana. Nibyingenzi kuko bituma igaruka-ryongerewe ibisekuru bihuza n'imihindagurikire no kwisuzuma aho kuzana buhumyi inyandiko kuri buri kibazo.
Ni uwuhe mwanzuro w'ingenzi Self-RAG ifata iyo RAG isanzwe idakora?
Self-RAG itanga ikimenyetso 'kugarura' kugirango uhitemo icyifuzo niba inyandiko zo hanze zikenewe, aho guhora zisubirana.
Niki 'ibimenyetso byerekana' muri Self-RAG?
Ibimenyetso byerekana nka IsRelevant, IsSupported, na IsUseful reka icyitegererezo cyo kunegura ibice nibisohoka.
Ni ikihe kimenyetso cyerekana niba imvugo yatanzwe ishingiye ku bimenyetso byakuweho?
IsSupported token umucamanza niba ikirego cyicyitegererezo gishyigikiwe nibice byakuweho, bifasha kugabanya ibitekerezo.
Nigute moderi ya Self-RAG isanzwe itozwa kubyara ibimenyetso byerekana?
Self-RAG yigira kumyitozo yamakuru yatangajwe hamwe nibimenyetso byerekana, bikunze gutangwa numwarimu ushoboye cyane nka GPT-4.
Ni izihe nyungu zo gusohora 'IsRelevant' kunegura kuri buri gice gitanga?
Mu kunegura buri gice kijyanye n'akamaro, Self-RAG irashobora kwirengagiza kugarura ibintu bitari ingingo aho kubishyira mubisubizo.