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Multimodal Understanding on MMVet (Pass@1)

74.94Pass@1PeBR-R1-7B
67.150469.172771.19573.2173Dec 13, 2025

Evaluation results

MethodLinks
PeBR-R1-7B2025.1274.94
PeRL-VLBackbone=Qwen2.5-VL-7B-Instruct2025.1272.22
RL (Conditional Hard Gate)gamma=0, Backbone=Qwen2.5-VL-7B-Instruct2025.1271.27
SelfRewarded-R1-7B2025.1271.1
RL (Verifiable Rewards)gamma=1, Backbone=Qwen2.5-VL-7B-Instruct2025.1270.87
ThinkLite7B2025.1269.72
R1ShareVL7B2025.1269.61
VL Cogito2025.1269.15
Base (Qwen2.5-VL-7B-Instruct)Backbone=Qwen2.5-VL-7B-Instruct2025.1267.45