agentscritiqueneutralMultimodal agent evaluation that reduces to final-answer accuracy cannot distinguish whether correct answers came from grounded evidence, language priors, or accidental error cancellationMachine Learning02 Aug 2026http://arxiv.org/abs/2607.28374v1