| Benchmark | Model | Rank | Results |
|---|---|---|---|
| mathematical-reasoning-on-mathverse | BiPS (Qwen3-VL-8B-Thinking) | #2 | Accuracy: 77.4 |
| vision-language-understanding-on-mmstar | BiPS (Qwen3-VL-8B-Thinking) | #17 | Accuracy: 76.3 |
| multimodal-reasoning-on-mathvision | BiPS (Qwen3-VL-8B-Thinking) | #20 | Accuracy: 63.9 |
| multimodal-reasoning-on-mathvista | BiPS (Qwen3-VL-8B-Thinking) | #27 | Accuracy: 80.4 |