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Chart Parsing research benchmarks · SOTA2 Research

Chart Parsing

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

86.8Accuracy

20

May 22, 2026

In-house chart benchmark

PaddleOCR-VL-1.6

91.74RMS-F1 (Overall)

10

Jun 4, 2026

38.41Average Score

8

Feb 26, 2026

ChartP-Bench Hard Subset

0.02AP Strict

8

Feb 26, 2026

ChartP-Bench Easy Subset

0.11AP Strict

8

Feb 26, 2026

44.55AP-Strict

5

Feb 26, 2026

34.99AP-Strict

5

Feb 26, 2026

ChartQA-SE-Clean

66.2AP (Strict)

5

Feb 26, 2026

Popular datasets

ChartP-Bench ChartQA PlotQA ChartX In-house chart benchmark

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