From Abstract to Contextual: What LLMs Still Cannot Do in Mathematics. - Bowen Cao; Dongdong Zhang 001; Yixia Li; Junpeng Liu; Shijue Huang; Chufan Shi; Hongyuan Lu; Yaokang Wu; Guanhua Chen 001; Wai Lam; Furu Wei (CoRR, 2026)

UReason: Benchmarking the Reasoning Paradox in Unified Multimodal Models. - Cheng Yang; Chufan Shi; Bo Shui; Yaokang Wu; Muzi Tao; Huijuan Wang; Ivan Yee Lee; Yong Liu; Xuezhe Ma; Taylor Berg-Kirkpatrick (CoRR, 2026)

Are VLMs Seeing or Just Saying? Uncovering the Illusion of Visual Re-examination. - Chufan Shi; Cheng Yang; Yaokang Wu; Linghao Jin; Bo Shui; Taylor Berg-Kirkpatrick; Xuezhe Ma (CoRR, 2026)