Labels or Preferences? Budget-Constrained Learning with Human Judgments over AI-Generated Outputs

Zihan Dong, Xiaotian Hou, Ruijia Wu +1

The increasing reliance on human preference feedback to judge AI-generated pseudo labels has created a pressing need for principled, budget-conscious data acquisition strategies. W…