Preprint Open access
Faithful Chart Generation for Multimodal Deep Research: Frame-Evidence Co-Adaptation
Analytical charts in multimodal deep research encode quantitative claims, requiring every visualized value to be faithfully grounded in supporting evidence. Unlike retrieved images that mainly provide contextual information, charts require numerical fidelity: visualized values should not only match retrieved evidence q …