SOTA Mathematical Multimodal Reasoning on MathVista (Accuracy) and PapersWithCode

85.6Accuracy

Seed-1.5-thinking

Updated 4d ago

Evaluation Results

Method	Links
Seed-1.5-thinking 2025.12		85.6
Gemini-2.5-Pro-Thinking 2025.12		83.8
Gemini 2.5 Pro 2025.11		83
MM-Eureka-32B-R-TAP 2026.03		80.2
InternVL3.5-8B-MPO 2026.03		79.9
Qwen2.5-VL-7B-Instruct + R-TAP 2026.03		79.4
MM-Eureka-7B-R-TAP 2026.03		79.3
InternVL3-78B 2025.06		79
Qwen2.5-VL-32B 2026.03		78.8
InternVL3.5-8B-MPO 2026.03		78.5
InternVL3.5-8B-MPO 2026.03		78.4
VL-Rethinker-72B 2025.06		78.2
R1-ShareVL-32B 2026.03		77.6
InternVL-3.5-4B 2026.02		77.1
Qwen2.5-VL-7B (Bo8) 2025.06		76.8
Qwen2.5-VL-32B 2025.06		76.8
Qwen2.5-VL-32B w/ RAPID 2025.06		76.8
DenseMLLM-4B 2026.02		76.5
Vision-G1 2025.12		76.1
Ovis2-34B 2025.06		76.1
Qwen2.5-VL-7B w/ RAPID 2025.06		76.1
Vision-G1 2026.03		76.1
Qwen2.5-VL-7B 2026.03		76.1
PeBR-R1 2025.12		76
Qwen2.5-VL-32B w/ RAPID 2025.06		75.9
InternVL3.5-8B-MPO 2026.03		75.9
SRPO-7B 2025.06		75.8
Sora-2 Audio 2025.11		75.7
VAPO-Thinker 2025.12		75.6
Qwen2.5-VL-32B 2026.03		75.5
R1-ShareVL-7B 2026.03		75.4
R1-ShareVL-7B 2026.03		75.4
ThinkLite-VL 2025.12		75.1
InternVL3-14B 2025.06		75.1
InternVL3-38B 2025.06		75.1
Qwen2.5-VL-72B w/ RAPID 2025.06		75.1
VL-Rethinker 2025.12		74.9
VL-Rethinker-7B 2025.06		74.9
Qwen2.5-VL-72B 2025.12		74.8
Qwen-2.5-VL-72B 2026.03		74.8
Qwen-2.5-VL-72B 2026.03		74.8
MM-Eureka-32B 2026.03		74.8
Qwen-2.5-VL-32B 2026.03		74.7
Qwen-2.5-VL-32B 2026.03		74.7
MM-Eureka-32B 2025.06		74.7
Qwen2.5-VL-32B 2026.03		74.7
ThinkLite-7B 2026.03		74.3
DIVA-GRPO-7B 2026.03		74.2
Qwen2.5-VL-72B 2025.06		74.2
Qwen2.5-VL-72B 2025.06		74.2
ToR-DAPO 2026.03		74.2
o1 2026.03		73.9
o1 2026.03		73.9
InternVL2.5-38B-MPO 2026.03		73.8
InternVL2.5-38B-MPO 2026.03		73.8
Qwen3-VL-4B 2026.02		73.7
VL-Rethinker 2025.11		73.7
Ovis2-16B 2025.06		73.7
InternVL3-8B 2025.06		73.6
Qwen2.5-VL-7B 2026.03		73.6
VisonR1 7B 2026.01		73.5
Adora-7B 2026.03		73.5
R1-ShareVL-7B 2026.03		73.5
ADORA-7B 2026.03		73.5
Vision-R1-7B 2026.03		73.5
Vision-R1-7B 2026.03		73.5
Vision-R1 2026.03		73.5
Ours 2025.12		73.4
Revisual-R1 2025.12		73.1
MM-Eureka 2025.12		73
MathBook 2025.12		73
MM-Eureka-7B 2026.03		73
MM-Eureka-7B 2026.03		73
MM-Eureka-7B 2025.06		73
Qwen2.5-VL-7B-Instruct + NoisyRollout 2026.03		72.9
ThinkLite-7B-VL 2026.03		72.7
ThinkLite-7B-VL 2026.03		72.7
SFT 2025.08		72.7
MM-Eureka 2025.11		72.6
NoisyRollout-7B 2026.03		72.6
ToR-DAPO 2026.03		72.6
Claude Sonnet 4.5 2025.11		72.5
OpenVLThinker 2025.12		72.3
Look-Back 2025.12		72.3
InternVL2.5-VL-78B 2026.03		72.3
InternVL2.5-VL-78B 2026.03		72.3
PSFT 2025.08		72.2
GPT-4.1 2025.12		72
InternVL2.5-VL-38B 2026.03		71.9
InternVL2.5-VL-38B 2026.03		71.9
DeepEyesV2 2025.11		71.9
ToR-GRPO 2026.03		71.9
Ovis2-8B 2025.06		71.8
Qwen-2.5-VL-32B 2026.03		71.7
MM-Eureka-7B 2026.03		71.7
Qwen2.5-VL-7B-Instruct + Vanilla GRPO 2026.03		71.7
VLAA-Thinker 2025.11		71.7
InternVL3-8B 2025.12		71.6
InternVL3 2025.11		71.6
ThinkLite 2025.11		71.6

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