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Benchmarks
Visual Mathematical Reasoning on MathVista MINI (Pass@1)
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70.5
Pass@1
PeBR-R1-7B
57.2712
60.7056
64.14
67.5744
Dec 13, 2025
Pass@1
Updated 3d ago
Evaluation Results
Method
Method
Links
Pass@1
PeBR-R1-7B
Model Category=Reasoni...
2025.12
70.5
SFT (OpenThought)
Training Stage=PeRL: R...
2025.12
67.5
PeRL-VL
Base Model=Qwen2.5-VL-...
2025.12
67.05
RL (Conditional Hard Gate)
Training Stage=PeRL: P...
2025.12
66.11
R1-ShareVL-7B
Model Category=Reasoni...
2025.12
66.1
RL (Conditional Soft Gate)
Training Stage=PeRL: P...
2025.12
65.8
RL (Aggregated Rewards)
Training Stage=PeRL: P...
2025.12
65.45
ThinkLite-VL
Model Category=Reasoni...
2025.12
65
RL (Verifiable Rewards)
Training Stage=PeRL: P...
2025.12
64.15
Vision-SR1
Model Category=Reasoni...
2025.12
63.5
VL-Cogito
Model Category=Reasoni...
2025.12
61.3
SFT (GPT-4o)
Training Stage=PeRL: R...
2025.12
58.9
Qwen2.5-VL-7B
Model Category=Base
2025.12
57.78
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