Multimodal Understanding on MMStar (Pass@1)
60.3Pass@1 ScorePeBR-R1-7B
Evaluation results
| Method | Links | |
|---|---|---|
| PeBR-R1-7B2025.12 | 60.3 | |
| PeRL-VLBackbone=Qwen2.5-VL-7B-Instruct2025.12 | 59.95 | |
| SelfRewarded-R1-7B2025.12 | 59.3 | |
| RL (Conditional Hard Gate)gamma=0, Backbone=Qwen2.5-VL-7B-Instruct2025.12 | 58.56 | |
| RL (Verifiable Rewards)gamma=1, Backbone=Qwen2.5-VL-7B-Instruct2025.12 | 58.12 | |
| R1ShareVL7B2025.12 | 57.43 | |
| ThinkLite7B2025.12 | 56.73 | |
| VL Cogito2025.12 | 54.79 | |
| Base (Qwen2.5-VL-7B-Instruct)Backbone=Qwen2.5-VL-7B-Instruct2025.12 | 52.67 |