Xiga xigaHagaha xiga
Dalabyo Socratic ah oo AI ku baro
Luuqadda AI
Luqadda AI HAGAHA
Ugu-Ugu-Dhex badan
Dareen-celinta ugu-Ugu-yar-badan waxay u jebisaa dhibka adag ee isku-xiran ee mashaakil-hoosaadyada fudud, iyaga oo u xallinaya si ay jawaab walba u quudiso tan xigta.
Dhageyso hagahanAI-waa laga sheekeeyay · ~2 min
Boggaan2 daqiiqo akhri
Dulmar
It matters because it lets models tackle questions far harder than the examples they were shown.
quusid qoto dheer
Least-to-Most prompting, introduced by Zhou and colleagues at Google in 2022, has two stages. First, the model is prompted to decompose a complex question into an ordered list of easier subquestions. Second, it solves those subquestions one at a time, appending each solved answer to the context so later steps can build on earlier ones. This differs from chain-of-thought, which reasons in a single pass without explicit decomposition. The authors evaluated symbolic manipulation, math reasoning, and SCAN, a compositional-generalization benchmark built from natural-language commands. For the specific SCAN setup using GPT-3 code-davinci-002 and 14 exemplars, Least-to-Most reached at least 99% accuracy across the tested splits, including the length split, compared with 16% for chain-of-thought prompting. This is a result for that model, prompt setup, and benchmark, not a general accuracy guarantee.
Dhaqangelinta Adduunka-dhabta ah
Xallinta dhibka kelmado-tallaabo badan leh adiga oo marka hore taxaya tirada la xisaabinayo, ka dibna u xisaabinaya sida ay u kala horreeyaan
Hawlaha luqadda curinta ah sida tarjumaadda tilmaamaha dheer ee taxanaha ficil ee tusaalayaal gaagaaban
Kajawaabista su'aal cilmi-baaris oo adag iyadoo loo kala saarayo su'aalo-hoosaadyo jawaabahoodu isku daraan jawaabta ugu dambeysa
Qoritaanka barnaamijka adoo u kala saaraya hawlaha caawiye midba mar ayaa la xalliyaa, mid kasta oo dib loo isticmaalo talaabooyinka dambe
Mustaqbalka Mid-ilaa-Ugu Dhaqaaq badan
Fikradaha ugu-ugu-yar-badan hadda waxay xoojiyaan wakiillo badan iyo qaab-dhismeedka qorshayaasha kuwaas oo u kala qaybiya ujeedooyinka hawl-hoosaadyo la amray ka hor inta aan la samayn. Filo isku-dhafka isticmaalka qalabka, halkaas oo su'aal kastaa ay kicin karto xisaabiyaha, raadinta, ama wicitaanka koodka, iyo is-waafajinta loogu talagalay subanswers ka sii adag. Cilmi-baadhistu waxay sidoo kale sahamisaa kala-goynta tooska ah ee la qabsata qoto dheer ee dhibka dhibka, iyo isku-darka hubinta si khalad-hoosaadka hore ee hooseeya aanu aamusnaan u kharribin dhammaan silsiladda hoose.
Ku dhaqangelinta
Maxay muhiim u tahay
- 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.
Iska ilaali
- 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.
Tallaabooyinka xiga
- 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
Warqad bilaash ah
Hel warbixinta maalinlaha ah ee AI
Saddex sheeko oo la xaqiijiyay oo AI ah maalin kasta oo shaqo ah, oo lagu qoray Ingiriis fudud. Bilaash had iyo jeer, aan xayaysiis lahayn.
Hal iimayl maalin kasta oo shaqo ah. Ka bax hal gujin. Marna ma iibinno ama ma wadaagno ciwaankaaga.
Is tijaabi
Take the Least-to-Most Prompting quiz
Fikrad degdeg ah oo ku saabsan jawaab kasta, iyo shahaado la wadaajin karo oo leh aqoonsi la xaqiijin karo markaad ka gudubto koorso.
Taageer waxbarashada AI bilaashka ah. AI Understanding waa 501(c)(3) aan faa'iido doon ahayn — xayaysiis la'aan, albaab lacag ah ma jiro, had iyo jeer. Samee deeq
Su'aalaha soo noqnoqda
What is Least-to-Most Prompting?
Dareen-celinta ugu-Ugu-yar-badan waxay u jebisaa dhibka adag ee isku-xiran ee mashaakil-hoosaadyada fudud, iyaga oo u xallinaya si ay jawaab walba u quudiso tan xigta. Waa muhiim sababtoo ah waxay u ogolaataa moodooyinka inay wax ka qabtaan su'aalaha si ka adag tusaalayaasha la tusay.
Waa maxay labada marxaladood ee ugu waaweyn ee dhiirigelinta ugu-Ugu yar?
Waxa ay marka hore u jebisaa mushkiladda hab la amray oo ah su'aalo hoose oo sahlan, ka dibna mid walba si isku xigta ayay u xallisaa.
Sidee ayuu uga duwan yahay-ka-ugu-ugu-yar-badan ka-jeedinta-fikradaha caadiga ah?
Sababaha silsilad-fikirka ee hal baas; ugu yar-ilaa-badana si cad ayuu u kala go'aa oo u xidhaa silsiladaha hoose.
Waa noocee hawl uu SCAN benchmark isticmaalo si uu u tijaabiyo guud ahaan isku-dhafka?
SCAN tests compositional generalization using commands that map language to action sequences; the Least-to-Most paper evaluates whether prompts transfer to harder command compositions.
Waa maxay sababta ay u kala horreeyaan su'aalaha muhiimka ah?
Dhibaatooyinka hoose waa la habeeyaa si mid kastaa ay ku xiran tahay kaliya kuwii hore loo xaliyay, u oggolaanaya jawaabaha inay si sax ah u dhismaan.
Sidee loo isticmaalaa jawaabaha dhexe inta lagu jiro marxaladda xalinta?
Subanswer kasta oo la xalliyo waxa lagu daraa socodsiinta degdega ah sidaa darteed tillaabooyinka xiga waxay leeyihiin natiijooyinka ay u baahan yihiin.
Sii wad waxbarashada
Tilmaamaha la xidhiidha
Tilmaamayaal badan ayaa loo doortay mawduucan