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Mathematical & Geometric Reasoning on MMK12

86.4Accuracy@8Qwen2.5-VL-32B + DAPO
40.74452.59764.4576.303Oct 10, 2025

Evaluation results

MethodLinks
Qwen2.5-VL-32B + DAPOModel Scale=32B, Algorithm=DAPO2025.1086.4
Qwen2.5-VL-32B + VPPOModel Scale=32B, Algorithm=VPPO2025.1086.3
Qwen2.5-VL-7B + VPPOModel Scale=7B, Algorithm=VPPO2025.1082.8
Qwen2.5-VL-7B + DAPOModel Scale=7B, Algorithm=DAPO2025.1082.1
Qwen2.5-VL-32B + GRPOModel Scale=32B, Algorithm=GRPO2025.1080.7
PAPO-D-7BModel Scale=7B, Training Strategy=Pure RL2025.1080.6
MM-Eureka-32BModel Scale=32B, Prompting Source=Official author-provided2025.1073.4
Qwen2.5-VL-7B + GRPOModel Scale=7B, Algorithm=GRPO2025.1072.3
R1-ShareVL-7BModel Scale=7B, Training Strategy=Pure RL, Prompting Source=Official author-provided2025.1070.9
Qwen2.5-VL-32BModel Scale=32B2025.1068.8
VL-Rethinker-7BModel Scale=7B, Training Strategy=Pure RL, Prompting Source=Official author-provided2025.1068.3
MM-Eureka-7BModel Scale=7B, Training Strategy=Pure RL, Prompting Source=Official author-provided2025.1067.5
ThinkLite-7BModel Scale=7B, Training Strategy=Pure RL, Prompting Source=Official author-provided2025.1062.6
NoisyRollout-32BModel Scale=32B, Prompting Source=Official author-provided, Note=Trained using the training set of Geo3k2025.1060.2
NoisyRollout-7BModel Scale=7B, Training Strategy=Pure RL, Prompting Source=Official author-provided, Note=Trained using the training set of Geo3k2025.1050
Qwen2.5-VL-7BModel Scale=7B2025.1042.5