SOTA Multimodal Math Reasoning on MathVision and PapersWithCode

86Accuracy

Qwen3.5-27B

Updated 6d ago

Evaluation Results

Method	Links
Qwen3.5-27B 2026.04		86
EXAONE 4.5 33B 2026.04		75.2
Qwen3-VL-235B-A22B 2026.04		74.6
GPT-5 mini 2026.04		71.9
GPT-5 high 2025.11		71.6
Qwen3-VL-32B 2026.04		70.2
Seed-1.5-thinking 2025.12		68.7
Gemini 2.5 Pro 2025.11		63.3
o1 2026.03		60.3
o1 2026.03		60.3
Claude Sonnet 4.5 2025.11		58.7
Gemini-2.5-Pro-Thinking 2025.12		55.3
Claude-4-Sonnet 2025.12		54.6
Qwen2.5VL-72B x Qwen3-32B 2025.09		52.6
GPT-4.1 2025.12		51.8
GLM-4v-Plus-20250111 2025.09		51.1
Sora-2 Audio 2025.11		46.7
Qwen2.5VL-7B x Qwen3-32B 2025.09		46.6
GPT-4.1-20250414 2025.09		45.1
Sora-2 Last Frame 2025.11		44.9
Revisual-R1 2025.12		44.7
Ours 2025.12		44.2
ChatGPT-4o-latest 2025.09		43.8
Qwen2.5VL-7B x Qwen3-4B 2025.09		43.2
Claude3.7-Sonnet 2025.09		41.9
Claude3.7-Sonnet 2026.03		41.3
Gemini2-flash 2026.03		41.3
Claude3.7-Sonnet 2026.03		41.3
Gemini-2-flash 2026.03		41.3
Qwen-2.5-VL-32B 2026.03		40.1
Qwen-2.5-VL-32B 2026.03		40.1
MM-Eureka-32B-R-TAP 2026.03		39.9
Gemma-3-27B 2025.12		39.8
Qwen2.5-VL-72B 2025.09		39.3
InternVL3-78B 2025.09		38.8
Qwen2.5-VL-72B 2025.12		38.1
Qwen-2.5-VL-72B 2026.03		38.1
Qwen-2.5-VL-72B 2026.03		38.1
GPT-4o 2025.12		36.5
QVQ-72B-Preview 2026.03		35.9
QVQ-72B-Preview 2026.03		35.9
Qwen2.5-VL-7B-Instruct + R-TAP 2026.03		35.3
QVQ-72B-Preview 2025.09		34.9
MM-Eureka-32B 2026.03		34.4
ThinkLite-VL 2025.12		32.9
PeBR-R1 2025.12		32.7
AStar (Qwen2.5-7B) 2025.02		32.7
VL-Rethinker 2025.12		32.3
InternVL2.5-38B-MPO 2026.03		32.3
InternVL2.5-38B-MPO 2026.03		32.3
InternVL2.5-VL-78B 2026.03		32.2
InternVL2.5-VL-78B 2026.03		32.2
DIVA-GRPO-7B 2026.03		32.1
VAPO-Thinker 2025.12		31.9
InternVL2.5-VL-38B 2026.03		31.8
InternVL2.5-VL-38B 2026.03		31.8
MM-Eureka-7B-R-TAP 2026.03		31.7
ToR-DAPO 2026.03		31.6
Vision-G1 2025.12		31.3
GPT-4o 2025.09		31.2
SelfJudge 2026.03		30.9
R1-Onevision 2025.09		30.6
GPT-4o 2026.03		30.4
GPT-4o 2026.03		30.4
Look-Back 2025.12		30.3
MMR1-Math-v0 2025.12		30.2
R1-Onevision-7B 2025.12		29.9
R1-Onevision-7B 2026.03		29.9
R1-Onevision-7B 2026.03		29.9
R1-Onevision-7B 2026.03		29.9
CodeDance-7B 2025.12		29.6
R1-ShareVL-7B 2026.03		29.5
Vision-R1 2026.03		29.4
InternVL3-8B 2025.12		29.3
InternVL3 2025.11		29.3
RL(GRPO) 2026.03		29.3
InternVL-3-8B 2026.03		29.3
RL(GRPO) 2026.03		29.1
Qwen2.5-VL-7B + PGPO 2026.04		29.02
Qwen2.5-VL-7B-Instruct + NoisyRollout 2026.03		28.9
DeepEyesV2 2025.11		28.9
RL(GRPO) 2026.03		28.8
SelfJudge 2026.03		28.6
ToR-GRPO 2026.03		28.6
Qwen2.5-VL-7B-Instruct + Vanilla GRPO 2026.03		28.5
NoisyRollout-7B 2026.03		28.5
VL-Rethinker 2025.11		28.4
SelfJudge 2026.03		28.4
MM-Eureka-Qwen-7B 2026.03		28.3
MM-Eureka-Qwen-7B 2026.03		28.3
ToR-DAPO 2026.03		28.3
Qwen2.5-VL-7B + VPPO 2026.04		28.27
Qwen2.5-VL-7B + DAPO 2026.04		28.16
Qwen2.5-VL-7B + PAPO 2026.04		28.13
MM-Eureka 2025.11		28.1
MathBook 2025.12		28
VL-Rethinker-7B 2026.04		27.91
AStar (Qwen2-VL-7B) 2025.02		27.9
ToR-DAPO 2026.03		27.9
SFT 2026.03		27.8

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