Decoding Scientific Experimental Images: The SPUR Benchmark for Perception, Understanding, and Reasoning. - Junpeng Ding; Zichen Tang; Haihong E; Mengyuan Ji; Yang Liu; Haolin Tian; Haiyang Sun; Pengqi Sun; Yang Xu; Yichen Liu; Haocheng Gao; Zijie Xi; et al. (CoRR, 2026)

AEGIS: A Holistic Benchmark for Evaluating Forensic Analysis of AI-Generated Academic Images. - Bo Zhang; Tzu-Yen Ma; Zichen Tang; Junpeng Ding; Zirui Wang; Yizhuo Zhao; Peilin Gao; Zijie Xi; Zixin Ding; Haiyang Sun; Haocheng Gao; Yuan Liu; et al. (CoRR, 2026)