MMPCBench: Benchmarking Multimodal Large Language Models on Proactive Critique of Flawed Inputs

arXiv:2608.29286 · cs.AI · Submitted 2026-08-29 · Read on arXiv

cs.AI

Submitted: 2026-08-29

Updated: 2026-08-29

Code: https://github.com/ALIENS32/MMPCBench

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Alignment — 1× in this paper · explained in 1 episode
• Benchmarking — 1× in this paper · explained in 3 episodes
• Consistency — 1× in this paper · explained in 3 episodes

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