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SOTA Chart Question Answering benchmarks and papers with code | Wizwand
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Chart Question Answering
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
ChartQA
Qwen3-VL-8B-Masters
Accuracy
95.9
356
4d ago
ChartQA (test)
GenRecal
Accuracy
95.3
176
9d ago
ChartQAPRO
Qwen3.5-27B
Overall Accuracy
66.8
25
6d ago
ChartQA (val)
GT+GPT-4
Relaxed Acc (avg.)
77.8
25
1mo ago
ChartVQA
GPT-4V
Accuracy
78.5
23
1mo ago
ChartQA
ResAdapt-RL
Score
86.6
21
9d ago
ChartQA
ReLope
AUC
87.95
21
22d ago
ChartQA
MiMoVL 7B-RL
Score
94.4
20
9d ago
ChartX
CHARTOOL-7B
QA Score
62.33
16
13d ago
ChartQAPro 67% held-out (test)
COGS
Factoid Accuracy
46.88
16
1mo ago
ChartQA Average
ChartAgent
Accuracy
89.61
16
1mo ago
ChartQA Human-authored
ChartAgent
Accuracy
83.3
16
1mo ago
ChartQA augmented
ChartAgent
Accuracy
95.91
16
1mo ago
CDCC v1 (test)
ChartCynics
Accuracy
79.09
11
18d ago
MC v1 (test)
ChartCynics
Accuracy
74.43
11
18d ago
ChartMuseum
Vero Q3T-8B
Score
51.2
10
11d ago
ChartQA Pro
Vero Q3T-8B
Score
62.9
10
11d ago
DVQA Novel (test)
PReFIL
Structure
99.78
10
1mo ago
ChartQA augmented questions (test)
MATCHA + LAMENDA
Relaxed Accuracy
91.36
9
1mo ago
ChartQA human questions subset (test)
DEPLOT + FlanPaLM + Codex
Relaxed Accuracy
67.6
9
1mo ago
PlotQA (test)
MATCHA + LAMENDA
Relaxed Accuracy (avg)
92.89
9
1mo ago
DVQA (test-familiar)
PReFIL
Structure
99.77
9
1mo ago
FigureQA v2 (val)
ChartPaLI-5B
Relaxed Acc
96.2
6
1mo ago
FigureQA v1 (val)
ChartPaLI-5B
Relaxed Accuracy
96.3
6
1mo ago
DVQA
STL-CQA
Accuracy
97.35
6
1mo ago
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