AI RESEARCH
CycleChart: A Unified Consistency-Based Learning Framework for Bidirectional Chart Understanding and Generation
arXiv CS.CL
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ArXi:2512.19173v2 Announce Type: replace Current chart-related tasks, such as chart generation (NL2Chart), chart schema parsing, chart data parsing, and chart question answering (ChartQA), are typically studied in isolation, preventing models from learning the shared semantics that link chart creation and interpretation. We