Chart Question Answering

Benchmarks

Dataset Name	SOTA Method	Metric
ChartQA	Qwen3-VL-8B-Masters	Accuracy95.9	229	2d ago
ChartQA (test)	MiMo-VL-7B-SFT-2508	Accuracy93.2	129	2d ago
ChartQA (val)	GT+GPT-4	Relaxed Acc (avg.)77.8	25	3d ago
ChartVQA	GPT-4V	Accuracy78.5	23	3d ago
ChartQA Average	ChartAgent	Accuracy89.61	16	3d ago
ChartQA Human-authored	ChartAgent	Accuracy83.3	16	3d ago
ChartQA augmented	ChartAgent	Accuracy95.91	16	3d ago
DVQA Novel (test)	PReFIL	Structure99.78	10	3d ago
ChartQA augmented questions (test)	MATCHA + LAMENDA	Relaxed Accuracy91.36	9	3d ago
ChartQA human questions subset (test)	DEPLOT + FlanPaLM + Codex	Relaxed Accuracy67.6	9	3d ago
PlotQA (test)	MATCHA + LAMENDA	Relaxed Accuracy (avg)92.89	9	3d ago
DVQA (test-familiar)	PReFIL	Structure99.77	9	3d ago
FigureQA v2 (val)	ChartPaLI-5B	Relaxed Acc96.2	6	3d ago
FigureQA v1 (val)	ChartPaLI-5B	Relaxed Accuracy96.3	6	3d ago
DVQA		Accuracy97.35	6	3d ago
ChartQA	DocOwl2	FTL (s)0.21	5	3d ago
PlotQA v2 (test)	ChartPaLI-5B	Relaxed Accuracy70.7	4	3d ago
PlotQA v1 (test)	ChartPaLI-5B	Relaxed Accuracy (RA)86	4	3d ago
PlotQA D1 v1 (test)	PReFIL	Score S96.66	4	3d ago
DVQA-D (test)		Accuracy97.43	4	3d ago
FigureQA Alternated Colors (val 2)	PReFIL	Overall Accuracy93.26	4	3d ago
FigureQA Same Colors 1 (val)	PReFIL	Accuracy (vBar)98.8	4	3d ago
PlotQA D2 (test)	PReFIL	Structural Accuracy0.9666	3	3d ago
PlotQA D2 v1 (test)	PReFIL	Score S96.66	3	3d ago
PlotQA-D (test)	PlotQA-M	Accuracy22.52	2	3d ago

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