SOTA Chart Understanding on ChartQA (test) and PapersWithCode

90.8Accuracy

Claude-3.5 Sonnet

Updated 1mo ago

Evaluation Results

Method	Links
Claude-3.5 Sonnet 2025.02		90.8
Claude-3.5-Sonnet 2024.12		90.8
iVGR-Qwen3-VL-32B 2026.05		90.4
Qwen2.5-VL-72B 2025.02		89.5
OptMerge 2025.05		88.92
iVGR-Qwen2.5-VL-7B 2026.05		88.5
InternVL2-76B 2024.12		88.4
InternVL2.5-78B 2025.02		88.3
Qwen2-VL-72B 2024.12		88.3
iVGR-Qwen3-VL-8B 2026.05		87.6
AndesVL 2025.12		87.4
Qwen2.5-VL-7B 2025.02		87.3
Gemini-1.5 Pro 2024.10		87.2
Gemini 1.5 Pro 2025.02		87.2
Gemini-1.5-Pro 2024.12		87.2
Individual OCR 2025.05		87
Individual Chart 2025.05		86.96
Individual Geometry 2025.05		86.76
GPT-4o 2025.02		86.7
Qwen2.5-VL-7B + Cont. Reward 2025.11		86.7
InternVL3.5-8B 2026.05		86.7
Individual VQA 2025.05		86.68
ARIA 2024.10		86.4
Qwen2.5-VL-7B 2026.05		86.4
InternVL3.5-4B 2026.05		86.4
MAmmoTH-VL-8B 2024.12		86.2
Molmo2-4B 2026.05		86.1
PerceptionLM-8B 2026.05		86
Molmo2-8B 2026.05		86
MAmmoTH-VL-8B 2024.12		85.9
Individual Grounding 2025.05		85.88
GPT-4o 2024.10		85.7
GPT-4o 2024.12		85.7
HyperVL ViTL 2025.12		85.7
Gemini-1.5 Flash 2024.10		85.4
SAIL-VL2 2025.12		85.4
Zamba2-VL-7B 2026.05		85.3
PerceptionLM-3B 2026.05		85.1
Qwen3-VL-32B 2026.05		85
LLaVA-OV-72B 2024.12		84.9
SAIL-VL1.5 2025.12		84.8
Qwen2.5-VL-7B + Discrete Reward 2025.11		84.62
Vision-Zero 2025.11		84.24
Molmo-7B-D 2024.12		84.1
Qwen2.5-VL-3B 2025.02		84
InternVL2.5-4B 2025.12		84
Qwen2.5VL-3B 2025.12		84
Qwen2.5-VL-7B (Baseline) 2025.11		84
HyperVL 2025.12		83.8
LLaVA-OV-72B 2024.12		83.7
Qwen2.5-VL-32B-Instruct 2025.05		83.64
Llama3.2-11B 2024.10		83.4
Llama-3.2-11B-Vision-Ins 2024.12		83.4
InternVL-2-8B 2024.12		83.3
Qwen3-VL-8B 2026.05		83.2
Qwen2-VL-7B-Ins 2024.12		83
Qwen2-VL-7B 2026.06		83
Qwen3-VL-8B 2026.05		82.8
MiniCPM-V-2.6-7B 2024.12		82.4
INXComp-2.5-7B 2024.12		82.2
InfiniteVL-4B 2025.12		82
Pixtral-12B 2024.10		81.8
Phi-3.5-Vision-4B 2025.12		81.8
Qwen3-VL-4B 2026.05		81.8
InternVL3.5-2B 2026.05		81.6
Qwen3VL-8B 2026.06		81.2
PreciseDoc-Reasoner 2026.06		81.2
InternVL3.5 2025.12		80.7
InternVL3 2025.12		80.2
LLaVA-OV-7B 2024.12		80
Zamba2-VL-2.7B 2026.05		79.6
Ovis2 2025.12		79.5
PerceptionLM-1B 2026.05		79.2
LLaVA-OV-7B 2024.12		78.8
Qwen3-VL-2B 2026.05		78.7
GPT-4V 2024.10		78.4
InternVL3.5-1B 2026.05		78
Qwen3-VL 2025.12		77.6
Zamba2-VL-1.2B 2026.05		77.6
Iso-C 2025.05		76.96
TA w/ DARE 2025.05		76.48
TSV Merging 2025.05		76.44
OptMerge 2025.05		76.24
TIES w/ DARE 2025.05		76.04
TIES Merging 2025.05		75.48
Task Arithmetic 2025.05		75.28
WUDI Merging 2025.05		74.36
Qwen2-VL 2025.12		73.5
Cambrian-1-8B 2024.12		73.3
TA w/ DARE 2025.05		73.08
Task Arithmetic 2025.05		72.88
TIES w/ DARE 2025.05		72.72
TIES Merging 2025.05		72.28
Weight Average 2025.05		71.64
Qwen3.5-9B 2026.06		70.7
TSV Merging 2025.05		70.56
Iso-C 2025.05		70.56
Mixture Training 2025.05		70.32
DocOwl-1.5-Chat 2026.06		70.2
Qwen2-VL-Instruct 2025.05		70.04

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