Multi-step Visual Reasoning on Multi-step Reasoning Suite (train)
0.3Average Tool CallsVTool-R1
Evaluation Results
| Method | Links | |
|---|---|---|
| VTool-R1Zoom-in=–, Rotate=–, Flip=–, Line=✓, Point=–2026.04 | 0.3 | |
| ReVPTZoom-in=✓, Rotate=–, Flip=–, Line=–, Point=–2026.04 | 0.6 | |
| OpenThinkIMGZoom-in=✓, Rotate=–, Flip=–, Line=✓, Point=✓2026.04 | 0.7 | |
| Pixel ReasonerZoom-in=✓, Rotate=–, Flip=–, Line=–, Point=–2026.04 | 0.8 | |
| DeepEyesZoom-in=✓, Rotate=–, Flip=–, Line=–, Point=–2026.04 | 1 | |
| ToolsRLZoom-in=✓, Rotate=✓, Flip=✓, Line=✓, Point=✓2026.04 | 3.4 | |
| Mini-o3Zoom-in=✓, Rotate=–, Flip=–, Line=–, Point=–2026.04 | 5.5 |