Habraaca Abaalmarinta Moodooyinka Kediska

Jawaabaha iyo sharraxaadaha waxay soo baxayaan markaad qaadanayso kediska.

1. Maxaa ugu horrayn kala sooca habka abaal-marinaha moodeelka iyo nooca abaal-marinta natiijada?
   • Waxay dhalisaa tallaabo kasta oo sababaynta dhexdhexaadka ah, ma aha oo kaliya jawaabta kama dambaysta ah
   • Si degdeg ah ayey u shaqeysaa waqtiga la qiyaasi karo
   • Uma baahna xog tababar
   • Waxa kaliya oo ay ka shaqeysaa galitaanka sawirka
2. Waa kuwee xog-ururinta si fiican loo yaqaan ee sumadaha xisaabta heerka-aadmiga ee la xidhiidha cilmi-baarista PRM?
   • ImageNet
   • PRM800K
   • SQAD
   • WikiText
3. Waa maxay sababta natiijada-kaliya calaamadda abaalgudku u noqon karto marin-habaabin?
   • Jawaabaha ugu dambeeya weligood sax maaha
   • Moodooyinka natiijadu ma akhriyi karaan qoraalka
   • Jawaabta kama dambaysta ah ee saxda ah waxay ka dhalan kartaa sababayn khaldan, ama jawaab khaldan oo ka imanaysa sababayn sax ah inta badan
   • Had iyo jeer way ku habboon tahay naxwaha
4. Habka caadiga ah ee loogu beddelo buundooyinka tallaabo kasta hal dhibic oo silsilad ah waa:
   • Tillaabo kasta ku dar nambar aan sugnayn
   • Iska daa dhammaan marka laga reebo tallaabada koowaad
   • Isticmaal kaliya tirinta calaamada
   • Qaado itimaalka ugu yar ee silsiladda oo dhan
5. Waa maxay habka Xisaab-Shepherd u isticmaalo si uu si toos ah ugu calaamadiyo tallaabooyinka?
   • Monte Carlo waxay soo bandhigtay qiyaasida inta jeer ee ay tilaabadu u horseeddo jawaab sax ah
   • Dib-u-eegis khabiiro gacanta ah ee tallaabo kasta
   • Tallaabooyinka oo loo turjumayo luqad kale
   • Tirinta calaamadaha xarakaynta
6. Khatarkee ayaa si gaar ah khuseysa marka la tababarayo moodooyinka lidka ku ah PRM?
   • Qaabka ayaa iloobay sida wax loo akhriyo
   • jabsiga abaal-marinta, halkaasoo tillaabooyinku ay si fiican ugu muuqdaan PRM iyada oo aan si dhab ah loo saxin
   • PRM ma isticmaasho xisaabiye
   • Talaabooyinka waxay noqdaan kuwo aan suurtagal ahayn in la dhaliyo
7. How can a process reward model guide a tree search over reasoning?
   • Expand every branch equally without scoring
   • Choose branches by their final token length
   • Prioritize expanding partial solutions whose intermediate steps receive stronger scores
   • Replace all branches with one randomly selected answer
8. What does the PRM800K dataset contain?
   • Only final answer labels for image captions
   • Audio recordings of spoken explanations
   • A corpus of code commits with no reasoning labels
   • Human labels for intermediate steps in mathematical reasoning solutions