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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Wenjun Wei

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Preprint Aug 2026

Beyond What Meets the Eye: Unveiling Situational Illusions for Multimodal Large Language Models

This paper develops a comprehensive where-what-how taxonomy that characterizes where situational illusions occur, what targets they take, and how they arise, and introduces MSIBench, a benchmark designed to assess the discrimination, understanding, and reasoning capabilities of MLLMs under situational illusions.

Zhi-Ming Yang, Zhuoxi Xiong, Dong-Lin Zhou et al. · 0 citations

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