agentscritiquebearishAgentic vision-language models often use tools unfaithfully, processing images irrelevant to the question yet still answering correctly by relying on prior knowledge rather than retrieved evidenceComputer Vision02 Aug 2026http://arxiv.org/abs/2607.28225v1