Incamake
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.
Kwikorera-RAG no Kugarura ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo.
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.
Kumenya 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. Nibyingenzi kuko bituma igaruka-ryongerewe ibisekuru bihuza n'imihindagurikire no kwisuzuma aho kuzana buhumyi inyandiko kuri buri kibazo. Kwikorera-RAG no Kugarura ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo. Kugirango wubake byimbitse, fata Self-RAG na Reflective Retrieval nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mu myitozo, amakipe akomeye akoresha Self-RAG na Reflective Retrieval igishushanyo mbonera, kugarura, no gusubiramo imirongo nka sisitemu imwe y'itumanaho ihuriweho. Bandika ibipimo ngenderwaho byerekana intsinzi, bagerageza kurwanya amakuru afatika hamwe nakazi keza, kandi bagasubiramo bashingiye kubikorwa byagaragaye ko batsinzwe aho gutsinda inshuro imwe. Aha niho imyumvire yubumenyi ihinduka mubushobozi burambye kubicuruzwa, politiki, nibikorwa.
Ururimi rwakazi rushobora kugenda byihuse nta gutamba guhuzagurika. Mugihe kimwe, ibintu bya Hallucinated birashobora kwinjiza bucece raporo, gushyigikira imigendekere, cyangwa ibisubizo byubushakashatsi. Uburyo bukomeye cyane ni uguhuza umuvuduko wikigereranyo hamwe na disipuline yimiyoborere: kuyobora abaderevu, gufata ibimenyetso, gutangaza ibyemezo byicyemezo, no gukomeza kuvugurura uburyo bwo kwirinda nkimyitwarire yicyitegererezo, ibyo abakoresha bategereje, nibisabwa n'amategeko bigenda bihinduka.
Ingaruka z'Ingamba
Ururimi rwakazi rushobora kugenda byihuse nta gutamba guhuzagurika.
Ururimi rwakazi rushobora kugenda byihuse nta gutamba guhuzagurika. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Yagura uburyo bwindimi nuburyo bwo gutumanaho.
Yagura uburyo bwindimi nuburyo bwo gutumanaho. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Amakipe arashobora kumara umwanya munini murubanza mugihe automatike ikora gusubiramo.
Amakipe arashobora kumara umwanya munini murubanza mugihe automatike ikora gusubiramo. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
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.
Uburyo bwo Gushyira mu bikorwa
Kwikorera-RAG no Kugarura Byibikorwa
Umufasha wubuvuzi Q&A agarura umurongo ngenderwaho kubibazo byubuvuzi gusa agasiba kugarura indamutso, akoresheje ikimenyetso cyacyo 'kugarura'.
Umufasha wubuvuzi Q&A agarura umurongo ngenderwaho kubibazo byubuvuzi gusa hanyuma agasiba kugarura indamutso, akoresheje ikimenyetso cyacyo cyo 'kugarura' amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamuka kwabantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Kwikorera-RAG no Kugarura Byibikorwa
Umufasha wubushakashatsi muyungurura hanze yishakisha ryibanze mugenzura buri gice 'IsRelevant' kunegura mbere yo kwandika.
Umufasha wubushakashatsi muyunguruzi ashakisha ingingo zishakisha kugenzura buri gice 'IsRelevant' kunegura mbere yo kwandika Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Kwikorera-RAG no Kugarura Byibikorwa
Ikiganiro cyumushinga gikunda ibisubizo byanditseho 'IsSupported' kugirango imvugo yacyo igume ishingiye kumyandiko yisosiyete, guca salusiyo.
Ikiganiro cyumushinga gikunda ibisubizo byanditseho 'IsSupported' kugirango ibisobanuro byayo bikomeze gushingira kumyandiko yisosiyete, guca salusiyo Amakipe akunze kubona umusaruro ushimishije mugihe asobanura ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
Kwikorera-RAG no Kugarura Byibikorwa
Igikoresho cyo kugenzura gifashisha amanota 'IsUseful' kugirango utondekane ibisubizo byinshi byabakandida kandi ugaragaze neza.
Igikoresho cyo kugenzura gifashisha amanota 'IsUseful' kugirango utondekane ibisubizo byinshi byabakandida kandi ugaragaze neza itsinda rimwe ryagaragaye neza mubisanzwe iyo risobanura ibipimo ngenderwaho byimbere, bikomeza inzira yo kuzamuka kwabantu kubibazo byimbitse, kandi bikurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
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.
Sobanura imiterere isohoka, amajwi, hamwe nubuziranenge mbere yo gutangira. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Ibisubizo byibanze hamwe nisoko yizewe igihe cyose ukuri kwingirakamaro.
Ibisubizo byibanze hamwe nisoko yizewe igihe cyose ukuri kwingirakamaro. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Komeza kugenzura abantu kugenzura ibisubizo byinshi.
Komeza kugenzura abantu kugenzura ibisubizo byinshi. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Kurikirana uburyo bwo kunanirwa no kongera imyitozo cyangwa akazi gahoraho.
Kurikirana uburyo bwo kunanirwa no kongera imyitozo cyangwa akazi gahoraho. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.