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Multimodal Mathematical Reasoning on MathVerse mini

65.9Accuracy

Metis

Updated 18d ago

Evaluation Results

Method	Links
Metis 2026.04		65.9
Qwen3-VL-8B-Instruct 2026.04		61.3
VL-Rethinker-7B 2026.04		54.2
D2Ijus 2025.07		53.8
DeepEyesV2 2026.04		52.7
ThinkLite-VL-7B 2026.04		52.1
Qwen2.5-VL-7B w/ GRPO† 2025.07		51.3
D2Iloc 2025.07		51.1
Qwen2.5-VL-7B w/ GRPO 2025.07		50.6
D2Ipar 2025.07		50.6
MM-Eureka-7B 2026.04		50.3
GPT-4o 2025.07		50.2
D2Dloc 2025.07		49.1
D2Djus 2025.07		49.1
Qwen2.5-VL-7B* 2025.07		48.2
OpenVLThinker-7B 2025.07		47.9
D2Dpar 2025.07		47.6
DeepEyes 2026.04		47.3
R1-Onevision-7B 2025.07		46.4
Qwen-2.5-VL-7B-Instruct 2026.04		45.6
PEPO_G 2026.03		45.42
PEPO_D 2026.03		45.24
PEPO_G 2026.03		44.89
DAPO 2026.03		44.44
PEPO_D 2026.03		44.23
GRPO 2026.03		42.09
DAPO 2026.03		41.11
GRPO 2026.03		40.54
High-Entropy RL 2026.03		39.84
InternVL3-8B 2026.04		39.8
InternVL2.5-8B 2025.07		39.5
GPT-4V 2025.07		39.4
Base 2026.03		37.66
InternVL2-8B 2025.07		37
CPO 2026.07		36.12
GRPO 2026.07		32.51
GSPO 2026.07		32.16
Qwen2-VL-7B 2025.07		31.9
Base 2026.07		31.12
LoRA 2026.07		26.32
Base 2026.03		23.36
FFT 2026.07		22.84
High-Entropy RL 2026.03		20.7
LLaVA-CoT-11B 2025.07		20.3
LLaVA-OneVision 2026.04		19.3