Mathematical Visual Question Answering on MathVerse Vision-Only (testmini)
91Top-1 AccuracyDraw2Think CT
Evaluation results
| Method | Links | |
|---|---|---|
| Draw2Think CTBackbone=gemini-3-flash-preview, Execution Environment=executable environment2026.05 | 91 | |
| Draw2Think BLBackbone=gemini-3-flash-preview, Execution Environment=direct VLM2026.05 | 87.5 | |
| Human expertNote=10 college students2026.05 | 66.7 | |
| AVARBackbone=qwen2.5-vl-7b, Protocol=Fine-tuned, Mechanism=RL2026.05 | 50.4 | |
| NeSyGeoBackbone=qwen2.5-vl-7b, Protocol=Fine-tuned, Mechanism=SFT2026.05 | 46.7 | |
| SocraticGeoBackbone=qwen2.5-vl-7b, Protocol=Fine-tuned, Mechanism=GRPO2026.05 | 45.1 | |
| Qwen2.5-VL-7BProtocol=Zero-shot2026.05 | 44.1 |