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cs.CV2025
VLMs have Tunnel Vision: Evaluating Nonlocal Visual Reasoning in Leading VLMs
Shmuel Berman, Jia Deng
Vision-Language Models (VLMs) excel at complex visual tasks such as VQA and chart understanding, yet recent work suggests they struggle with simple perceptual tests. We present an…
cs.CL2025
Facts Do Care About Your Language: Assessing Answer Quality of Multilingual LLMs
Yuval Kansal, Shmuel Berman, Lydia Liu
Factuality is a necessary precursor to useful educational tools. As adoption of Large Language Models (LLMs) in education continues of grow, ensuring correctness in all settings is…