Author

Yabin Zhang

Stanford

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Preprint Jul 2026

MMOOC: A Comprehensive Benchmark for Out-of-Context Evaluation in Multimodal Large Language Models

This work presents MMOOC, a large-scale benchmark for evaluating refusal and robust answering abilities of MLLMs, and introduces an LLM-as-a-Judge metric to assess the correctness of model reasoning.

Wen-Qing Zhu, Yabin Zhang, Wenjun Zeng et al. · 0 citations