Self-RAG ak seet ci xalaat
Self-RAG benn kaadar la boo xamni xeetu làkk bi dafay tànn kañ lay jëlaat, ba noppi mu ŋàññi pàcc yiñ jëlaat ak limu génne ci jëfandikoo ay token reflexion yu amul fenn.
Résumé
It matters because it makes retrieval-augmented generation adaptive and self-checking instead of blindly fetching documents for every query.
Plongeur bu xóot
Standard RAG dafay jël limu paas yiñ tëral ci bépp dugal, doonte soxla wuñu benn, te du musa xool ndax tontu li dafa ànd ak dëgg. Self-RAG, bi Asai ak ay naataango dugal ci 2023, dafay tàggat benn model ngir def ñetti mbir ci laaj. Bi ci njëkk mooy mu bàyyi ab token 'jëfandikoo' ngir xam ndax xam-xam bu bawoo ci biti soxla nañu ko. Ñaareel ba mooy ginaaw buñu ko jëlee, dafay génne 'IsRelevant' token ŋàññi ngir àtte ndax passage bu nekk dafay jàppale. Ñatteel ba mooy defar ay token 'IsSupported' ak 'IsUseful' ngir xool ndax waxtaanam yi dañu sukkandikoo ci firnde yi ak ni tontu bi baax. Yii jeton reflection dañuy may sistem bi mu jëlaat ludul su ko jaree, segg ay paas yu amul njariñ, ba noppi taamu génne yi model bi ci boppam jàpp ni dañu jàppale bu baax, wàññi hallucination.
Gis-gis xarala
Self-RAG dañu koy tàggat ci jàngat buñ saytu ci done yuñ laal ay token reflection, ñu koy faral di distil ci xeetu gëna am doole bu melni GPT-4. Ci inference, model bi dafay boole ay token mbind yu bari ak yii jeton kontrôle yuñ jagleel. Seetug beam ci niveau segment mën na joxe poñ ci wéyal kàndidaa yi ci jëfandikoo probabilite yu jeton critique yi, may developpeur yi ñu mëna tànn seeni doxalin ci jamonoy daw - ci misaal, pondération 'IsSupported' bu gëna diis ngir gëna am grounding factuel ak fluency.
njeextalu pexe
Gaawaay ak yaatuwaay
Liggéeyukaay yi ci làkk yi mën nañu gëna gaaw te duñu yàq deggoo gi.
Dugg ak yegg
Dafay yaatal jëfandikoo gi ci làkk yi ak ci anam yi ñuy jokkoo.
dogal yu gëna leer
Ekip yi mën nañu gëna yàgg ci àtte ci jamono ji otomatisation di liggéey ci baamtu.
Ëlëgu Self-RAG ak Retrieval Reflective
Seetug xalaat dafay boole ak RAG agent, fu model yi di waajal seetlu yu bari, jumtukaayi woote, ak jubbanti seen bopp ci iteration yi. Xaarandil boole bu gëna dëgër ci self-critique ak model verifier, retrieval ci kaw xam-xam graphs, ak dooleel jàng buy neexal tontu yu gëm, joxe leeral yu baax. Lu xeetu xalaat yi di gëna màgg, laaj ak seetlu boppam mën na nekk jeffin ju baax te baña nekk benn kaadar bu wuute, ak xeetu xalaat buy jël dogal ci anam wu sori ba ñaata firnde la bépp wax soxla.
Doxal ci àdduna dëgg
Assistant Q&A medikaal dafay jël tegtal yi ci laaj klinik yi kese, ba noppi sànni jël ngir nuyu, jëfandikoo 'jot' token dogal.
Jàppalekatu gëstukat bi dafay segg seetlu yi génn ci topic bi, ci xool bu baax 'IsRelevant' ci pàcc bu nekk balaa muy bind.
Ab chatbot enterprise moo taamu tontu yuñ etikete 'IsSupported' suko defee ay kàddoom ñu des ci këyitu sosiete bi, di dagg ay xalaat yu jaarul yoon.
Jumtukaayu saytu dëgg dafay jëfandikoo poñ 'IsUseful' ngir tànn tontu yu bari ci kàndidaa yi, ba noppi tànn bi gëna am firnde.
Risk yi ak balustrade yi
Lépp lu jaarul yoon mën na dugg ci rapoor yi, jàppale ci liggéey bi, wala ci njariñu gëstu bi.
Sensibilite bu gaaw mën na jur njariñ yu wuute ci laajte yu noonu mel.
Done yu am solo mën nañu feeñ sudee seytu jëfandikoo gi néew doole.
Roadmap ngir samp gi
Mandargal formaa génne gi, melokaan bi, ak standard kalite yi laata ngay dugal ko.
Tontu yu am solo ak balluwaay yu wóor saa yu dëggu bi di am solo.
Fexeel am barabu xool nit ñi ngir am njariñ yu am solo.
Toppal anami gacce yi ak di faral di tàggataat ay laaj wala def-liggéey.
Weyal di banneexu
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Gis bi ci topp
RAG speculatif ak Recuperation-Augmenté de Redaction
Laaj yi ñuy faral di laaj
What is Self-RAG and Reflective Retrieval?
Self-RAG benn kaadar la boo xamni xeetu làkk bi dafay tànn kañ lay jëlaat, ba noppi mu ŋàññi pàcc yiñ jëlaat ak limu génne ci jëfandikoo ay token reflexion yu amul fenn. Dafa am solo ndax dafay tax retrieval-augmented generation mën ànd ak saytu boppam ludul jël këyitu laaj bu nekk.
Ban dogal bu am solo la Self-RAG jël te RAG standard jëlul?
Self-RAG dafay genne ab token 'jëfandikoo' ngir xam ndax soxla nañu ay këyitu biti, du saa yu nekk di jëlaat.
Luy 'token xalaat' ci Self-RAG?
Jeton xalaat yu melni IsRelevant, IsSupported, ak IsUseful may model bi mu ŋàññi pàcc yi ak génnam boppam.
Ban màndarga xalaat mooy xool ndax wax jiñ defar mingi aju ci firnde yiñ jëlee?
Jeton IsSupported dafay àtte ndax li model bi wax dafa dëggu ci paas yiñ jëlee, di jàppale ci wàññi hallucination.
naka lañuy tàggatee xeetu Self-RAG ngir defar ay jeton reflexion?
Self-RAG dafay jàngee ci done yiñ tàggat, ñu bind ci ay token reflexion, ñuy faral di génne ci xeetu jàngalekat bu gëna am kàttan, lu melni GPT-4.
Lan mooy njariñu joxe ab ŋàññi 'IsRelevant' ci pàcc bu nekk?
Sudee Self-RAG dafay ŋàññi njariñu passage bu nekk, mën na baña bàyyi xel ci seetlu yi génn ci topic bi, moo gën leen dugal ci tontu bi.