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cs.CL2026
GUI-CC: Benchmarking Contextual Consistency of GUI World Models as Agent Environments
Lin Fu, Zheyuan Yang, Tianhui Zhang +5
GUI world models are increasingly evaluated as one-step next-screen predictors, yet their intended use is often as multi-step environments for GUI agents. This mismatch leaves a ke…
cs.CL2026
TableVista: Benchmarking Multimodal Table Reasoning under Visual and Structural Complexity
Zheyuan Yang, Liqiang Shang, Junjie Chen +6
We introduce TableVista, a comprehensive benchmark for evaluating foundation models in multimodal table reasoning under visual and structural complexity. TableVista consists of 3,0…
cs.CL2025
SciVer: Evaluating Foundation Models for Multimodal Scientific Claim Verification
Chengye Wang, Yifei Shen, Zexi Kuang +2
We introduce SciVer, the first benchmark specifically designed to evaluate the ability of foundation models to verify claims within a multimodal scientific context. SciVer consists…