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Mathematical & Geometric Reasoning on MathVerse

75.1Accuracy@8Qwen2.5-VL-32B + VPPO
37.55647.30357.0566.797Oct 10, 2025

Evaluation results

MethodLinks
Qwen2.5-VL-32B + VPPOModel Scale=32B, Algorithm=VPPO2025.1075.1
Qwen2.5-VL-32B + GRPOModel Scale=32B, Algorithm=GRPO2025.1074.2
Qwen2.5-VL-32B + DAPOModel Scale=32B, Algorithm=DAPO2025.1073.3
NoisyRollout-32BModel Scale=32B, Prompting Source=Official author-provided, Note=Trained using the training set of Geo3k2025.1073
MM-Eureka-32BModel Scale=32B, Prompting Source=Official author-provided2025.1071.8
Qwen2.5-VL-7B + VPPOModel Scale=7B, Algorithm=VPPO2025.1071.6
VL-Rethinker-7BModel Scale=7B, Training Strategy=Pure RL, Prompting Source=Official author-provided2025.1068.8
PAPO-D-7BModel Scale=7B, Training Strategy=Pure RL2025.1068.6
Qwen2.5-VL-32BModel Scale=32B2025.1068.5
Qwen2.5-VL-7B + DAPOModel Scale=7B, Algorithm=DAPO2025.1068.3
R1-ShareVL-7BModel Scale=7B, Training Strategy=Pure RL, Prompting Source=Official author-provided2025.1068
NoisyRollout-7BModel Scale=7B, Training Strategy=Pure RL, Prompting Source=Official author-provided, Note=Trained using the training set of Geo3k2025.1067.8
MM-Eureka-7BModel Scale=7B, Training Strategy=Pure RL, Prompting Source=Official author-provided2025.1067.1
Qwen2.5-VL-7B + GRPOModel Scale=7B, Algorithm=GRPO2025.1066.5
ThinkLite-7BModel Scale=7B, Training Strategy=Pure RL, Prompting Source=Official author-provided2025.1064.2
Qwen2.5-VL-7BModel Scale=7B2025.1039