Categories Companies Research

Loading the SOTA2 catalog…

Explore

Categories Companies Research

Contribute

Join SOTA2 Contact

SOTA2

© 2026 SOTA2

Build in Bellevue, USA

WizWand is now SOTA2 Research

Papers Benchmarks Datasets Tasks

Chart Question Answering research benchmarks – Page 2 · SOTA2 Research

Chart Question Answering

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

62.9Score

10

Apr 7, 2026

DVQA Novel (test)

99.78Structure

10

Feb 26, 2026

92.99Annotated Accuracy

9

Jun 11, 2026

ChartQA augmented questions (test)

MATCHA + LAMENDA

91.36Relaxed Accuracy

9

Feb 26, 2026

ChartQA human questions subset (test)

DEPLOT + FlanPaLM + Codex

67.6Relaxed Accuracy

9

Feb 26, 2026

MATCHA + LAMENDA

92.89Relaxed Accuracy (avg)

9

Feb 26, 2026

DVQA (test-familiar)

99.77Structure

9

Feb 26, 2026

ChartQA Vertical (test)

81.7Accuracy

8

Jun 11, 2026

ChartQA Horizontal (test)

VTool-R1 (GRPO)

81.3Accuracy

8

Jun 11, 2026

47.9Accuracy

8

Jun 11, 2026

2.67Speedup Ratio (S)

8

Jun 2, 2026

ChartQA Pro clean

GLM-9B-DeltaThinker

72.55Accuracy

8

May 18, 2026

FigureQA v2 (val)

96.2Relaxed Acc

6

Feb 26, 2026

FigureQA v1 (val)

96.3Relaxed Accuracy

6

Feb 26, 2026

97.35Accuracy

6

Feb 26, 2026

87.8Exact Match (EM)

5

Mar 4, 2026

0.21FTL (s)

5

Feb 26, 2026

PlotQA v2 (test)

70.7Relaxed Accuracy

4

Feb 26, 2026

PlotQA v1 (test)

86Relaxed Accuracy (RA)

4

Feb 26, 2026

PlotQA D1 v1 (test)

96.66Score S

4

Feb 26, 2026

97.43Accuracy

4

Feb 26, 2026

FigureQA Alternated Colors (val 2)

93.26Overall Accuracy

4

Feb 26, 2026

FigureQA Same Colors 1 (val)

98.8Accuracy (vBar)

4

Feb 26, 2026

PlotQA D2 (test)

0.967Structural Accuracy

3

Feb 26, 2026

PlotQA D2 v1 (test)

96.66Score S

3

Feb 26, 2026

Page 2 of 3

Popular datasets

ChartQA PlotQA FigureQA DVQA MSMB

Follow for updates

Join SOTA2 Contact