Are We Evaluating Knowledge or Phrasing? Mitigating MCQA Sensitivity with ParaEval
DGX agentarXiv:2606.10657v1 Announce Type: new Abstract: Multiple-choice (MCQA) benchmarks are the standard for evaluating pretrained large language models, but their reliance on log-likelihood scoring makes t