Jie Ma

ChartSketcher improves multimodal chart understanding by enabling models to sketch intermediate reasoning steps directly onto charts using a programmatic library and iterative visual feedback, enhancing reasoning and reflection.

We propose a trustworthy reasoning framework for LLMs to reason over knowledge graphs.