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Benchmarks
OCR-centric visual reasoning on OCRBench
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86.56
Pass@1
RL (Conditional Soft Gate)
79.9456
81.6628
83.38
85.0972
Dec 13, 2025
Pass@1
Updated 4d ago
Evaluation Results
Method
Method
Links
Pass@1
RL (Conditional Soft Gate)
Training Stage=PeRL: P...
2025.12
86.56
PeBR-R1-7B
Model Category=Reasoni...
2025.12
86.31
RL (Aggregated Rewards)
Training Stage=PeRL: P...
2025.12
86.3
RL (Conditional Hard Gate)
Training Stage=PeRL: P...
2025.12
86.16
R1-ShareVL-7B
Model Category=Reasoni...
2025.12
85.85
RL (Verifiable Rewards)
Training Stage=PeRL: P...
2025.12
85.13
PeRL-VL
Base Model=Qwen2.5-VL-...
2025.12
85.1
ThinkLite-VL
Model Category=Reasoni...
2025.12
84.82
VL-Cogito
Model Category=Reasoni...
2025.12
84.64
SFT (GPT-4o)
Training Stage=PeRL: R...
2025.12
82.58
Vision-SR1
Model Category=Reasoni...
2025.12
82.37
SFT (OpenThought)
Training Stage=PeRL: R...
2025.12
82.2
Qwen2.5-VL-7B
Model Category=Base
2025.12
80.2
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