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cs.CL2026
InSight: A Benchmark for Agentic Claim Verification in Interactive Visualizations
Maeve Hutchinson, Syed Mahbubul Huq, Mohammad Albinhassan +3
Vision Language Models have demonstrated remarkable proficiency in interpreting static visual artifacts, but modern data analysis is inherently dynamic, requiring the active interr…
cs.CV2026
Attention-Guided Saliency Maps for Interpreting Visualization Literacy in VLMs
Maeve Hutchinson, Abderrahmane Wassim Mehdaoui, Pranava Madhyastha
Understanding how vision-language models (VLMs) interpret data visualizations remains an open problem, and is increasingly important as these models are used for analytical tasks w…