FlagEval Findings Report: A Preliminary Evaluation of Large Reasoning Models on Automatically Verifiable Textual and Visual Questions. - Bowen Qin; Chen Yue; Fang Yin; Hui Wang; JG Yao; Jiakang Liu; Jing-Shu Zheng; Miguel Hu Chen; Richeng Xuan; Shibei Meng; Shiqi Zhou; Teng Dai; et al. (CoRR, 2025)

MR2-Bench: Going Beyond Matching to Reasoning in Multimodal Retrieval. - Junjie Zhou 001; Ze Liu; Lei Xiong; Jin-Ge Yao; Yueze Wang; Shitao Xiao; Fenfen Lin; Miguel Hu Chen; Zhicheng Dou; Siqi Bao; Defu Lian; Yongping Xiong; et al. (CoRR, 2025)