Is-RAG iyo Soo Celinta Milicsiga
Self-RAG waa qaab dhismeed halkaas oo qaabka luqadda uu go'aansado goorta la soo saarayo, ka dibna naqdiyay labada tuducood ee la soo saaray iyo wax soo saarkeeda iyada oo la adeegsanayo calaamado milicsi oo gaar ah.
Dulmar
It matters because it makes retrieval-augmented generation adaptive and self-checking instead of blindly fetching documents for every query.
quusid qoto dheer
Halbeegga RAG waxa uu soo celiya tiro go'an oo tuducyo ah talobixin kasta, xitaa marka aan midna loo baahnayn, oo waligiis ma xaqiijiyo in jawaabta dhabta ah la taageeray iyo in kale. Self-RAG, oo ay soo bandhigeen Asai iyo asxaabtiisa 2023, waxay tabobartaa hal nooc si uu u sameeyo seddex shay oo baahi loo qabo. Marka hore, waxay soo saartaa calaamad 'soo-celin' oo go'aaminaysa in aqoonta dibadda loo baahan yahay gabi ahaanba. Marka labaad, ka dib soo celinta, waxay soo saartaa 'IsRelevant' calaamado naqdin ah oo lagu xukumayo in tuduc kastaa uu caawiyo iyo in kale. Seddexaad, waxay soo saartaa calaamado 'IsSupported' iyo 'IsUseful' ah oo qiimeynaya in hadalladeeda ay ku saleysan yihiin caddaynta iyo sida ay jawaabtu u wanaagsan tahay. Calaamadaha milicsiga waxay u oggolaanayaan nidaamka inuu dib u soo ceshado kaliya marka la dammaanad qaado, shaandheeyo marinnada aan khusayn, oo door bidaan wax soo saarka in moodelku laftiisu u qiimeeyo sida si wanaagsan loo taageeray, yaraynta dhalanteedka.
Aragtida Farsamada
Self-RAG waxaa lagu tababbaray barashada korjoogteynta ee xogta lagu calaamadeeyay calaamadaha milicsiga, oo inta badan laga soocay moodal xooggan sida GPT-4. Marka la eego, qaabku wuxuu dhexgalaa calaamado qoraal ah oo caadi ah oo wata calaamadahan xakamaynta gaarka ah. Raadinta laydhka heerka-qaybeed ayaa markaa dhalin kara sii wadida musharraxa iyada oo la adeegsanayo itimaalka calaamadaha dhaleeceynta, u oggolaanaysa horumariyayaashu inay habeeyaan habdhaqanka waqtiga orodka - tusaale ahaan, miisaamidda 'Waa la taageeray' si aad u culus si loo kordhiyo xaqiiqada dhabta ah iyo faseexnimada.
Saamaynta Istiraatijiyadeed
Xawaaraha iyo miisaanka
Socodka shaqada luqaddu si dhakhso leh ayay u socon kartaa iyada oo aan la hurayn joogteynta.
Helitaanka iyo gaarsiinta
Waxay balaadhisaa gelitaanka luqadaha iyo qaababka isgaarsiinta.
Go'aamo cad
Kooxuhu waxay waqti badan ku qaadan karaan xukunka halka otomaatiggu uu qabanayo ku celcelinta.
Mustaqbalka is-RAG iyo soo celinta milicsiga
Dib u soo celinta milicsiga waxay la mid tahay RAG wakiilka ah, halkaas oo moodellada ay qorsheeyaan baaritaanno tillaabo badan leh, qalab wac, iyo is-saxo dhammaan ku celcelinta. Filo is dhexgalka adag ee is-naqdinta moodooyinka xaqiijiyaha, dib u soo celinta garaafyada aqoonta, iyo xoojinta barashada abaal-marinaysa jawaabaha daacadda ah, si wanaagsan loo soo xigtay. Marka moodooyinka caqli-galku ay qaan-gaaraan, dib-u-soo-celinta-baahida iyo is-qiimaynta waxay u badan tahay inay noqdaan hab-dhaqan aan caadi ahayn halkii ay ka ahaan lahayd qaab-dhismeed gaar ah, iyadoo moodalku si firfircoon u go'aaminayo inta caddayn ee sheegasho kastaa u baahan yahay.
Dhaqangelinta Adduunka-dhabta ah
Kaaliyaha Q&A caafimaad waxa uu soo celiyaa tilmaamaha su'aalaha kiliinikada oo kaliya oo ka booda soo celinta salaanta, isaga oo isticmaalaya calaamada go'aanka 'soo-celinta'.
Kaaliyaha cilmi-baadhistu waxa uu shaandheeyaa raadinta mawduuca ka baxsan isagoo eegaya tuduc kasta naqdigiisa 'IsRelevant' ka hor inta aan la qorin.
Botbot-ka shirkaddu waxay door bidaa jawaabaha sumaddiisu tahay 'Waa La Taageeray' si ay hadalladeedu ku sii jiraan dukumeentiyada shirkadda, iyagoo jaraya aragtiyaha.
Qalabka hubinta waxa uu isticmaalaa buundada 'IsUseful' si uu u darajeeyo jawaabaha musharixiinta badan oo uu u soo bandhigo midka ugu caddaynsan.
Khatarta & Dariiqyada Ilaalada
Xaqiiqooyinka dhalanteed waxay si deggan u geli karaan warbixinnada, taageerada socodka, ama natiijooyinka cilmi-baarista.
Dareenka degdega ahi wuxuu abuuri karaa natiijooyin aan iswaafaqayn codsiyada la midka ah.
Xogta qoraalka xasaasiga ah ayaa laga yaabaa in la kashifo haddii kontaroolada gelitaanka ay daciif yihiin.
Qorshe Hawleedka Dhaqangelinta
Qeex qaabka wax soo saarka, codka, iyo heerarka tayada ka hor inta aan la baahin.
Jawaabaha salka ku haya ilo lagu kalsoon yahay mar kasta oo saxnidu ay muhiim tahay.
Hayso isbaarada dib u eegista bini aadamka ee wax soo saarka sare.
Lasoco qaababka guuldarada oo dib u leyli dardargelinta ama socodka shaqada si joogto ah.
Sii wad Sahaminta
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Hagaha xiga
Malaha RAG iyo Soo Celinta-Qabyo La Kordhiyey
Su'aalaha soo noqnoqda
What is Self-RAG and Reflective Retrieval?
Self-RAG waa qaab dhismeed halkaas oo qaabka luqadda uu go'aansado goorta la soo saarayo, ka dibna naqdiyay labada tuducood ee la soo saaray iyo wax soo saarkeeda iyada oo la adeegsanayo calaamado milicsi oo gaar ah. Waa muhiim sababtoo ah waxay ka dhigaysaa jiilka dib-u-soo-celinta-kordhinta la-qabsiga iyo is-hubinta halkii ay si indho la'aan ah uga soo qaadan lahayd dukumeenti kasta oo weydiimo ah.
Waa maxay go'aanka muhiimka ah ee Self-RAG uu sameeyo in heerka RAG uusan sameynin?
Self-RAG waxay soo saartaa calaamad 'soo-celin' si ay u go'aansato baahida haddii dukumeenti dibadda ah loo baahan yahay, halkii ay mar walba soo qaadan lahayd.
Maxay yihiin 'calaamadaha milicsiga' ee Self-RAG?
Calaamadaha milicsiga sida IsRelevant, Is Support, iyo IsUseful ha u ogolaado tusaalaha in uu naqdiyo tuducyada iyo wax soo saarkeeda.
Calaamadee milicsiga qiimaynaysa in bayaan la soo saaray uu ku salaysan yahay caddaynta la soo saaray?
Calaamadda la Taageeray ayaa xukuntay in sheegashada modelku ay dhab ahaantii taageerto marinnada la soo saaray, taas oo gacan ka geysanaysa yaraynta dhalanteedka.
Sidee buu mooda-RAG caadi ahaan loogu tababbaray inuu soo saaro calaamadaha milicsiga?
Self-RAG waxa ay wax ka barataa xogta tababarka ee lagu sharraxay calaamado milicsi, oo uu inta badan soo saaro qaab macalin oo ka karti badan sida GPT-4.
Faa'iido intee le'eg ayay leedahay soo saarista 'IsRelevant' ee tuduc kasta?
Isaga oo dhaleeceynaya tuduc kasta ku habboonaanta, Self-RAG waxay iska indho tiri kartaa soo-celinta mawduuca ka baxsan halkii ay ku buuxin lahayd jawaabta.