LENS: Multi-level Evaluation of Multimodal Reasoning with Large Language Models. - Ruilin Yao; Bo Zhang 069; Jirui Huang; Xinwei Long; Yifang Zhang; Tianyu Zou; Yufei Wu; Shichao Su; Yifan Xu; Wenxi Zeng; Zhaoyu Yang; Guoyou Li; et al. (CoRR, 2025)

Aligning MLLM Benchmark With Human Preferences via Structural Equation Modeling. - Tianyu Zou; Shengwu Xiong 001; Ruilin Yao; Jirui Huang; Yi Rong; Yaxiong Chen; Shili Xiong; Cong Wang (CoRR, 2025)

Balancing Conservatism and Aggressiveness: Prototype-Affinity Hybrid Network for Few-Shot Segmentation. - Tianyu Zou; Shengwu Xiong 001; Ruilin Yao; Yi Rong (CoRR, 2025)