Mathematical Reasoning on MathVision (Gain Score)
8.78Gain ScoreRISE
Evaluation results
| Method | Links | |
|---|---|---|
| RISEBase Model=Qwen3-VL-8B-Instruct2026.05 | 8.78 | |
| MM-ZeroBase Model=Qwen3-VL-8B-Instruct2026.05 | 8.1 | |
| RISEBase Model=Qwen2.5-VL-7B-Instruct2026.05 | 5.11 | |
| Vision-ZeroBase Model=Qwen2.5-VL-7B-Instruct2026.05 | 3.5 | |
| EvoLMMBase Model=Qwen2.5-VL-7B-Instruct2026.05 | 0.9 | |
| VisPlayBase Model=Qwen2.5-VL-7B-Instruct, reproduced=true2026.05 | -0.4 |