ChartWalker Benchmark Targets Cross-Chart RAG with Knowledge Graph Sampling

ChartWalker constructs cross-chart RAG tasks using a hierarchical knowledge graph over chart entities and a structure-aware sampling algorithm to avoid lexical overlap between queries and evidence. It targets multi-modal analytical reasoning across scientific, business, and political chart corpora.