Réer ci digg bi
Efe 'réer ci digg' mooy anam wi xeetu làkk yi di gëna jëfandikoo xibaar sudee dafa feeñ ci ndoorte wala ci njeextelu dugal bu yàgg, fekk duñu bàyyi xel ci mbir yu suul ci digg bi.
Résumé
Dafa am solo ndax dafay tënk ni ñu mëna wóolu model yu yàgg yi ak këyitu dokimaa yuñ jëlee.
Plongeur bu xóot
Liu ak ay naataango yu Stanford amal nañu ci benn jàngat ci atum 2023, limu ci gis mooy bi ñu joxee model yu bari ay këyit, ñu laaj leen ñu tontu ci benn bu am li am solo. Jaar-jaar dafa defar benn courbe bu am formu U: di gëna kawe sudee passage biñ laaj mingi toog ci ndoorte wala ci njeexitalu prompt bi, ba noppi di gëna suufe sudee mingi toog ci digg bi. Loolu amoon na sax ci model yi ñuy jaay ni mën nañu nekk ci contexte bu yàgg. Implication bi dafa ñaw ci retrieval-augmented generation: dugal ay fukki-fukki passage ci benn prompt garantiwul ni model bi dina leen lire ci anam wu tolloo. Position, du nekk rek, mooy wane ndax model bi dafay bàyyi xel ci lu am solo. Liggéey bi dafa soppali contexte bu gudd bi muy laaj jëfandikoo bu baax, du dayo palanteer bu ñor.
Gis-gis xarala
Courbe bi am formu U mingi aju ci ni bàyyi xel ak encodage positionel di séddalee focus bi. Primacy ak recency biases, ñu bokk ci liñu jëlee ci done yiñ tàggat ak seeni position, dañuy yokk solo ci token yu teel ak yu mujj. Yenn architecture decodeur yi dañuy tasaare xibaar yi ci token yu njëkk yi jaaraleko ci ay couche. Resultaa bi mooy position yu digg yi dañuy am luñu leen di bàyyi xel, kon tontu bu jaar yoon buñu def foofu mën nañu ko baña bàyyi xel doonte daa nekk ci contexte bi.
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 réer ci digg bi
Gëstukat yi ñu ngi saafara jafe-jafe yi ci coppite yi ci bàyyi xel, tàggat xam-xam position, ak seetlu bu gëna xarañ buy rangoowaat paas yi gëna am solo ci catu laaj bi. Suite evaluation yi leegi dañuy àndaale ak test 'naaj ci biir ñax' ci position yi ngir natt contexte bi am solo. Lu architecture yi di gëna xarañ, U-curve bi dafay gëna plat, waaye praktisien yi dina ñu wéy di jëmmal pipeline yuy def firnde yu am solo ci barab bi model yi di xool dëgg, duñu wóolu benn gis-gis.
Doxal ci àdduna dëgg
Benn sistem RAG dafay jël 20 këyit waaye mënul tontu ndax dafa wàcci ci paas 10 ci 20.
Ingénieur yi dañuy raññewaat njariñu seetlu yi ngir njëkka teg pàcc bi gëna am solo wala mujjee ci laaj bi.
Ab këyit bu gudd buy tënk ay detay yu am solo yuy feeñ ci diggu kontraa bi.
Benchmark 'needle ci biir benn ñax' dafay nëbb lu bari ci xóotaayu ñax ngir wane fi model bi wara nekk.
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
Efe son Gen
Laaj yi ñuy faral di laaj
Lu réer ci digg bi?
Efe 'réer ci digg' mooy anam wi xeetu làkk yi di gëna jëfandikoo xibaar sudee dafa feeñ ci ndoorte wala ci njeextelu dugal bu yàgg, fekk duñu bàyyi xel ci mbir yu suul ci digg bi. Dafa am solo ndax dafay tënk ni ñu mëna wóolu model yu yàgg yi ak këyitu dokimaa yuñ jëlee.
Ban jëmm la njub di jël su li am solo di jaar ci ab laaj bu gudd?
Li gëna dëggu mooy sudee leeral yiñ laaj ñu ngi ci ndoorte li wala ci njeexte gi, ba noppi ñu wàcci ci digg bi, daal di nekk formu U.
Lan mooy effet lost-in-the-middle tekki ci jikkoom-yu-yokkum?
Du boole benn pàcc rek doyul; fimu toog ci prompt bi dafay soppi ni model bi mëna jëfandikoo ko.
Yan mbir lañu yaakaar ni ñoo waral jafe-jafe yi?
Bu ñu gëna bàyyi xel ci position bu njëkk bi ak bu mujj bi, boole ci encodage position ak structure de formation, dafay defar courbe U.
Ndax model yu am contexte yu gudd yi dina ñu moytu effet bii ci saasi?
Gëstu bi dafa wane jafe-jafe yi ci model yi ñuy jaay ci anam wu gudd, di wane ni dayo palanteer bi du tax ñu jëfandikoo ko ci anam wu wuute.
Yan jéego yu am solo ñooy jàppale ngir moytu jafe-jafe yi ci gasoduc bi?
Teg firnde yi gëna am solo ci ndoorte li wala ci njeexte gi daf koy méngale ak barab bi model bi gëna jëm ci doole.