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cs.LG2025
Contamination Detection for VLMs using Multi-Modal Semantic Perturbation
Jaden Park, Mu Cai, Feng Yao +3
Recent advances in Vision-Language Models (VLMs) have achieved state-of-the-art performance on numerous benchmark tasks. However, the use of internet-scale, often proprietary, pret…
cs.CV2025
Decomposing Complex Visual Comprehension into Atomic Visual Skills for Vision Language Models
Hyunsik Chae, Seungwoo Yoon, Jaden Park +5
Recent Vision-Language Models (VLMs) have demonstrated impressive multimodal comprehension and reasoning capabilities, yet they often struggle with trivially simple visual tasks. I…