Kediska Hagaajinta Siyaasadda Ku Dhaw

Jawaabaha iyo sharraxaadaha waxay soo baxayaan markaad qaadanayso kediska.

1. Dhibaato noocee ah ayaa marka ugu horaysa wax ka qabta PPO's 'jaridda'?
   • Siyaasadda aadka u weyn ee cusboonaysiinta taas oo carqaladaysa tababarka
   • Soo dejinta xogta oo gaabis ah
   • Xadka cabbirka erayada
   • Isticmaalka xusuusta inta lagu gudajiro fikradda
2. Qaabka luqadeed ee RLHF ee leh PPO, halkee buu ka yimaadaa calaamada abaalgudka inta badan?
   • Dhibcaha tooska ah ee bini'aadamka ee calaamad kasta
   • Qaab abaal marin ah oo tababaran
   • Heerka waxbarashada wanaajiya
   • Cabbirka ereyada
3. Muxuu ku sameeyaa ciqaabta kala-duwanaanshaha KL ee RLHF-ku-saleysan PPO?
   • Waxay dardar gelisaa jiilka calaamaduhu
   • Waxay kordhisaa saxnaanta moodeelka
   • Waxay ka ilaalisaa qaabka si fiican loo habeeyey inuu aad uga fogaado qaabka tixraaca
   • Waxay meesha ka saartaa baahida shabakadda qiimaha
4. Waa maxay doorka shabakada qiimaha (naqdiye) ee PPO?
   • Si loo dhaliyo qoraalka u dambeeya
   • Si loo kaydiyo xogta tababarka
   • Si aad u bedesho qaabka abaal-marinta gabi ahaanba
   • Si loo qiyaaso soo noqoshada la filayo si faa'iidooyinka loo xisaabiyo
5. Maxay 'faa'iidada' ka dhigan tahay PPO?
   • Intee in le'eg ayay falku ka fiicnaayeen gundhigga la filayo
   • Wadarta cabbirka cabbirka moodeelka
   • Kala goynta
   • Isku-dhafka ciqaabta KL
6. What distinguishes GRPO from PPO in the DeepSeekMath paper?
   • It removes all policy sampling and optimizes only supervised labels
   • It estimates relative advantages from groups of sampled responses without a separate value critic
   • It uses a trained reward model as a value network
   • It guarantees zero policy drift after one update
7. What probability ratio does PPO clip in its surrogate objective?
   • The reward divided by the number of prompts
   • The value estimate divided by the KL coefficient
   • The new policy’s action probability divided by the old policy’s action probability
   • The sequence length divided by batch size
8. Why is PPO called an on-policy method in its standard form?
   • It trains only on a static image dataset
   • It never samples actions
   • It updates only a reward model
   • It collects trajectories using the current policy being optimized