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ChartEditBench: Evaluating Grounded Multi-Turn Chart Editing in Multimodal Language Models

Manav Nitin Kapadnis, Lawanya Baghel, Atharva Naik, Carolyn Rosé · Feb 17, 2026

Citations: 0
Pairwise Preference Automatic Metrics Coding
  • In practice, users iteratively refine visualizations through multi-turn interactions that require maintaining common ground, tracking prior edits, and adapting to evolving preferences.
  • We introduce ChartEditBench, a benchmark for incremental, visually grounded chart editing via code, comprising 5,000 difficulty-controlled modification chains and a rigorously human-verified subset.

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