Dib-u-celinta iyo Wakiilada Is- saxida
Dib-u-celinta waa farsamo uu wakiilka AI qoraal ahaan uga tarjumo guuldarradiisa oo uu casharradaas dib ugu celiyo isku dayga xiga.
Dulmar
It matters because it lets agents improve on a task without retraining the underlying model.
quusid qoto dheer
Dib-u-celinta, oo lagu soo bandhigay warqad 2023 ee Shinn iyo asxaabtiisa, ayaa siinaya wakiilka loop: waxay isku daydaa hawl, waxay helaysaa calaamad ku saabsan sida ay u samaysay (natiijo tijaabo ah, abaal-marin, ama dhaleeceyn), ka dibna wuxuu qorayaa luuqad dabiici ah oo gaaban 'milicsiga' isagoo sharxaya wixii khaldamay iyo waxa la isku dayo ee ku xiga. Milicsigaas waxa lagu kaydiyaa xusuusta oo loo sii diyaariyaa isku dayga xiga. Muhiimad ahaan, miisaanka moodeelku waligiis isma beddelo; Waxbarashadu waxay gabi ahaanba ka dhacdaa daaqada macnaha guud ahaan qoraal ahaan. Barashadan 'xoojinta afka ah' waxay u ogolaataa wakiiladu inay ku celceliyaan dhibaatooyinka koodh-samaynta, marin-haynta shabakada, iyo hawlaha sababaynta. Marka la eego bartilmaameedka koodhaynta HumanEval, is-habaynta qaab-celinta reflexion waxay riixday heerarka gudbinta si aad uga sarreeya isku dayada hal-hal-qaadka ah, si fudud iyada oo u oggolaanaysa wakiilka inuu khaladaadkiisa ka saaro dhowr isku day.
Aragtida Farsamada
Dib-u-eegistu waxa ay kala saartaa saddex door: Jilaa sameeya ficillo, Qiimeeye dhaliya natiijada (imtixaanka cutubka, hubinta saxda ah, ama garsooraha LLM), iyo qaabka Is-milicsiga kaas oo natiijadaas u beddela cashar qoraal ah. Casharku waxa uu ku dhacay meel kaydinta xusuusta ee dib loo isticmaalay tijaabada soo socota. Sababtoo ah jawaab celintu waa luqad halkii ay ka ahaan lahayd gradients, looma baahna tababar GPU ah, laakiin waxay si weyn ugu xiran tahay calaamad qiimayneed oo la isku halayn karo si looga fogaado xoojinta kalsoonida laakiin milicsiga khaldan.
Saamaynta Istiraatijiyadeed
Xulashada dhismayaasha
Naqshadaynta heerka codsiga ayaa go'aamisa in AI ay hagaajiso natiijooyinka dhabta ah.
Kooxda iyo socodka shaqada
Is dhexgalka wanaagsan ee socodka shaqada wuxuu abuuraa faa'iidooyin wax soo saar oo isticmaalayaashu ku kalsoonaan karaan.
Khatarta iyo badbaadada
Kiisaska si fiican loo isticmaalo waxay yareeyaan daalka isbeddelka iyo khatarta fulinta.
Mustaqbalka Dib-u-celinta iyo Wakiilada Is- saxida
Is saxiddu waxa ay noqonaysaa lakabka caadiga ah ee qaab-dhismeedka wakiilada halkii ay ka ahaan lahayd khiyaamo cilmi baadhiseed. Filo is dhex galka adag ee hubinta tooska ah, sida sanduuqyada koodka, jeegaga rasmiga ah, iyo dib u soo celinta ee xaqiijinaysa xaqiiqooyinka, markaa milicsigu waxa ay ku salaysan yihiin calaamado ujeedo leh halkii ay ka ahaan lahaayeen moodeel-labaad laftiisa. Caqabadaha furan ayaa ah ka fogaanshaha wareegyada halkaasoo wakiilku si aan dhammaad lahayn u 'hagaajiyo' wax soo saarka shaqada, go'aaminaya goorta la joojinayo ku celcelinta, iyo ka hortagga milicsiga inay u qulqulaan dhawaaqyo macquul ah laakiin aan la xaqiijin karin.
Dhaqangelinta Adduunka-dhabta ah
Wakiilka koodh ee maamula imtixaanada cutubka, akhriya sheegashada fashilantay, ku qora qoraal kutaan, oo tafatira koodka ka hor inta aanu dib u hawlgelin qolka.
Kaaliyaha cilmi-baarista ee qabta xigashada dhalanteed marka hubinta soo celinta ay guul darreysato, ka dibna dib u eegis ku sameeya jawaabta si uu u isticmaalo kaliya ilo la xaqiijiyay.
Wakiilka shabakadahaynta (tusaale, AlfWorld ama WebShop bartilmaameedyada) kaas oo diiwaangeliya 'waxaan gujiyay filter qaldan' oo ka fogaada talaabada khaldan ee isku dayga.
Xallinta xisaabta oo ka hubisa jawaabteeda ugu dambeysa caqabad, arka qaladka calaamadda, oo dib u habeeya tallaabada ku habboon.
Khatarta & Dariiqyada Ilaalada
Automation-ka habka jabay waxay kordhin kartaa dhibaatooyinka jira.
Kooxuhu waxa laga yaabaa in si xad dhaaf ah ay otomaatig u sameeyaan oo ay meesha uga saaraan xukunka bini'aadamka ee loo baahan yahay.
Tayadu way dhaqaaqi kartaa haddii wax soo saarka aan si joogto ah loo qiimayn.
Qorshe Hawleedka Dhaqangelinta
Khariidad hab socodka shaqada ee hadda oo aqoonso tallaabada ugu sarreysa.
Qeex isbaarooyinka bini'aadmiga ka hor inta aan si buuxda loo wada shaqayn.
Ku tababar isticmaaleyaasha dardargelinta, dariiqyada kor u kaca, iyo heerarka tayada.
Lasoco natiijooyinka heerka shaqada si aad u xaqiijiso qiimaha joogtada ah.
Sii wad Sahaminta
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Hagaha xiga
Is-milicsiga Wareegyada Wakiilada
Su'aalaha soo noqnoqda
What is Reflexion and Self-Correcting Agents?
Dib-u-celinta waa farsamo uu wakiilka AI qoraal ahaan uga tarjumo guuldarradiisa oo uu casharradaas dib ugu celiyo isku dayga xiga. Waa muhiim sababtoo ah waxay u ogolaataa wakiiladu inay hagaajiyaan hawsha iyaga oo aan dib u tababarin qaabka hoose.
Waa maxay sifada qeexan ee sida wakiilka reflexion u 'wax u barto'?
Dib-u-celinta waxaa mararka qaarkood loo yaqaan 'waxbarasho xoojin afka ah' sababtoo ah casharrada waxaa loo kaydiyaa sida qoraalka luqadda dabiiciga ah ee xusuusta, oo aan lagu dhejin cabbirrada tusaalaha.
Qaabka falcelinta, muxuu sameeyaa Qiimeeyaha?
Qiimeeyaha (imtixaanka cutubka, hubinta saxda ah, ama garsooraha LLM) ayaa soo saara calaamada in talaabada Is-milicsiga ay isu beddesho cashar qoraal ah.
Waa maxay sababta tayada qiimayntu ay muhiim ugu tahay falcelinta?
Haddii qiimeeyuhu yahay mid aan la isku halayn karin, wakiilku wuxuu qori karaa fikrado kalsooni leh oo ku salaysan jawaab celin xun, isku dayga mustaqbalka ee jihada khaldan.
Halbeegkee buu saxayntii qaabka falcelinta si gaar ah u wanaajisay heerarka gudbinta codaynta?
HumanEval waa jaangooyooyinka jiilka koodka, oo u oggolaanaya wakiilka inuu wax ka beddelo isku dayo badan oo kor loo qaaday heerka gudbinta si aad uga sarreeya waxqabadka hal-shut.
Waa kuwee khatar furan oo dhab ah oo leh wakiilada is- saxaya?
La'aanteed sharci joojin wanaagsan la'aanteed, wakiilku waxa laga yaabaa inuu dib u eegis ku sameeyo jawaabaha saxda ah, luminaya xisaabinta iyo mararka qaarkood hoos u dhigista wax soo saarka wanaagsan.