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Chart Understanding on CharXiv

60.2Reasoning Score

Claude Sonnet 3.5

Updated 13d ago

Evaluation Results

Method	Links
Claude Sonnet 3.5 2026.04		60.2	84.3
CHARTOOL-7B 2026.04		50.5	80.3
Qwen2.5-VL-72B 2026.04		49.7	87.4
DeepEyesV2 2025.11		48.9	78.6
Deepeyes-V2 2026.04		48.9	78.6
Qwen2.5-VL 2025.11		48	83.2
GPT-4o 2026.04		47.1	84.45
START-RL 2025.12		46.7	77.6
Qwen3-VL-8B 2026.04		46.4	83
Chart-R1 2025.12		45.2	62
GPT-4o 2025.11		45	85.4
START-SFT 2025.12		44	66.9
Qwen2.5-VL-7B 2026.04		42.5	73.6
Thyme 2026.04		42.5	65.33
ECD Qwen2.5-VL-7B 2026.04		41.8	75.08
Qwen2.5-VL 2025.12		41.4	66.6
Deepeyes 2026.04		41.4	64.95
CHARTOOL-3B 2026.04		41.4	74.75
ECD 2025.12		40.2	74.2
Qwen2.5-VL 2025.11		40.2	72.7
START-RL 2025.12		40	72.2
InternVL3-8B 2026.04		39.5	75.33
CodeV-7B-RL 2025.11		39.3	72.1
Pixel-Reasoner-7B 2025.11		38.8	70.7
ThinkLite-7B 2025.11		38.4	75.9
Thyme-RL-7B 2025.11		38.2	67.4
InternVL3-8B 2025.11		37.8	72.2
InternVL3 2025.11		37.6	73.6
DeepEyes-7B 2025.11		36.7	70.5
Qwen2.5-VL-7B 2025.11		36.3	71.8
START-SFT 2025.12		35.9	63.1
Penguin-VL 2026.03		35.8	66.4
CodeV-7B-SFT 2025.11		32.3	70.6
Qwen2.5-VL 2025.12		32.1	59.7
InternVL3.5 2026.03		31.6	65
Qwen2.5-VL-3B 2026.04		31.3	58.6
ChartMOE 2026.04		28.3	47.42
Gemma3n E2B-it 2026.03		27	60.1
Qwen3-VL 2026.03		26.8	62.3
ChartGemma 2026.04		21.6	15.88
SmolVLM2 2026.03		15.5	36.9
ChartGemma 2025.12		12.5	-
TinyChart 2026.04		12.2	16.12
TinyChart 2025.12		8.3	-