SOTA Mathematical Multimodal Reasoning on MathVerse and PapersWithCode

81.4Accuracy

Gemini 2.5 Pro

Updated 5d ago

Evaluation Results

Method	Links
Gemini 2.5 Pro 2025.11		81.4
Qwen2.5-VL-7B + PGPO 2026.04		71.45
Qwen2.5-VL-7B + VPPO 2026.04		70.95
Qwen2.5-VL-7B + PAPO 2026.04		69.01
Qwen2.5-VL-7B + GRPO 2026.04		68.88
VL-Rethinker-7B 2026.04		68.8
R1-ShareVL-7B 2026.04		68.15
Qwen2.5-VL-7B + DAPO 2026.04		67.95
NoisyRollout-7B 2026.04		67.8
MM-Eureka-7B 2026.04		67.15
InternVL3.5-8B-MPO 2026.03		63.5
Vision-R1-72B* 2025.03		63.2
Vision-R1-32B* 2025.03		62.1
Qwen2.5-VL-3B + PGPO 2026.04		62.06
InternVL3.5-8B-MPO 2026.03		61.9
MM-Eureka-32B-R-TAP 2026.03		61.8
InternVL3.5-8B-MPO 2026.03		61.5
Qwen2.5-VL-3B + VPPO 2026.04		61.34
Qwen2.5-VL-32B 2026.03		61.3
Qwen2.5-VL-3B + PAPO 2026.04		60.81
Qwen2.5-VL-7B-Instruct + R-TAP 2026.03		60.1
Gemini2-flash 2026.03		59.3
Gemini-2-flash 2026.03		59.3
R1-ShareVL-32B 2026.03		59
Qwen2.5-VL-3B + DAPO 2026.04		58.76
Qwen2.5-VL-3B + GRPO 2026.04		58.39
Qwen2.5-VL-72B 2025.12		57.6
Qwen-2.5-VL-72B 2026.03		57.6
DIVA-GRPO-7B 2026.03		57.6
Qwen-2.5-VL-72B 2026.03		57.6
Qwen2.5-VL-32B 2026.03		57.2
o1 2026.03		57
o1 2026.03		57
MM-Eureka-32B 2026.03		56.5
MM-Eureka-7B-R-TAP 2026.03		56.1
InternVL3.5-8B-MPO 2026.03		54.8
Qwen2.5VL-72B x Qwen3-32B 2025.09		54.4
ToR-DAPO 2026.03		54.3
GPT-4o 2025.11		54
AStar (Qwen2.5-7B) 2025.02		53.9
Qwen2.5-VL-7B 2026.03		53.7
ToR-DAPO 2026.03		53.4
NoisyRollout-7B 2026.03		53.2
ToR-GRPO 2026.03		53
R1-ShareVL-7B 2026.03		52.8
Qwen2.5-VL-7B-Instruct + NoisyRollout 2026.03		52.8
R1-ShareVL-7B 2026.03		52.8
DeepEyesV2 2025.11		52.7
VisonR1 7B 2026.01		52.4
Vision-R1-7B 2025.03		52.4
Vision-R1-7B 2026.03		52.4
Vision-R1 2026.03		52.4
Vision-R1-7B 2026.03		52.4
Vision-R1 2026.03		52.4
Qwen2.5-VL-32B 2025.03		52.3
ThinkLite-7B 2026.03		52.2
Claude3.7-Sonnet 2026.03		52
Claude3.7-Sonnet 2026.03		52
InternVL2.5-VL-78B 2026.03		51.7
InternVL2.5-VL-78B 2026.03		51.7
Qwen2.5-VL-72B 2025.03		51.3
InternVL3-78B 2025.09		51
GRPO 2026.03		50.8
Qwen2.5-VL-7B 2026.03		50.8
Qwen2.5-VL-7B-Instruct + Vanilla GRPO 2026.03		50.7
DAPO 2026.03		50.6
MM-Eureka-Qwen-7B 2026.03		50.5
MM-Eureka-Qwen-7B 2026.03		50.5
MM-Eureka-7B 2025.02		50.3
MM-Eureka-7B 2026.03		50.3
MM-Eureka-7B 2026.03		50.3
OpenVLThinker-8B 2026.03		50.3
GPT-4o 2026.03		50.2
GPT-4o 2026.03		50.2
ThinkLite-7B-VL 2026.03		50.2
ThinkLite-7B-VL 2026.03		50.2
Adora-7B 2026.03		50.1
ADORA-7B 2026.03		50.1
ADORA-7B 2026.03		50.1
Qwen-2.5-VL-32B 2026.03		49.9
Qwen-2.5-VL-32B 2026.03		49.9
VLAA-Thinker-Qwen2.5-7B 2026.03		49.9
VLAA-Thinker-7B 2026.03		49.9
Qwen2.5-VL-32B 2026.03		49.9
ChatGPT-4o-latest 2025.09		49.9
SFT-7B 2026.03		49.6
AVATAR 2025.08		49.6
Ours 2026.01		49.4
InternVL2.5-VL-38B 2026.03		49.4
InternVL2.5-VL-38B 2026.03		49.4
AVATAR 2025.08		49.2
Qwen2.5-VL-7B 2026.03		49.2
GPT-4.1-20250414 2025.09		48.9
Ours [with DPS and annealing] 2026.01		48.5
AVATAR 2025.08		48.4
QVQ-72B-Preview 2026.03		48.2
QVQ-72B-Preview 2026.03		48.2
VLAAThinker-VL-7B 2025.08		48.2
VLAA-Thinker-7B 2025.09		48.2
QVQ-72B-Preview 2025.09		48.2

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