Author

Maeve Hutchinson

City St George's, University of London

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#computer vision Preprint Sep 2026

InSight: A Benchmark for Agentic Claim Verification in Interactive Visualizations

This paper introduces InSight, a benchmark for agentic claim verification over interactive visualizations and evaluates state-of-the-art models, revealing that interactive verification remains a non-trivial challenge.

Maeve Hutchinson, Syed Mahbubul Huq, Mohammad Albinhassan et al. · 0 citations

Jul 2026

Attention-Guided Saliency Maps for Interpreting Visualization Literacy in VLMs

A lightweight, diagnostic saliency map method tailored for text generation over images using transformer models, the current state-of-the-art models in visualization interpretation, is introduced.

Maeve Hutchinson, Abderrahmane Wassim Mehdaoui, P. Madhyastha · arXiv.org · 0 citations