Mathematical Reasoning on MathVista (Gain Score)
3.9Gain ScoreVision-Zero
Evaluation results
| Method | Links | |
|---|---|---|
| Vision-ZeroBase Model=Qwen2.5-VL-7B-Instruct2026.05 | 3.9 | |
| RISEBase Model=Qwen3-VL-8B-Instruct2026.05 | 2.9 | |
| RISEBase Model=Qwen2.5-VL-7B-Instruct2026.05 | 2.4 | |
| EvoLMMBase Model=Qwen2.5-VL-7B-Instruct2026.05 | 2.06 | |
| VisPlayBase Model=Qwen2.5-VL-7B-Instruct, reproduced=true2026.05 | 1.8 | |
| MM-ZeroBase Model=Qwen3-VL-8B-Instruct2026.05 | -0.5 |