Geometric Reconstruction on MathVerse, AuxSolidMath, GeoQA, and GeoSketch Average
100Surface Coverage (SC)Original Image
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Original ImageCategory=Reference2026.02 | 100 | 100 | 100 | 100 | 1 | 0 | 0 | |
| Geo-codeCategory=Ours2026.02 | 97.97 | 98.9 | 98 | 98.04 | 0.8456 | 95.9 | 13.06 | |
| V-ThinkerCategory=Specialized Methods2026.02 | 88.79 | 96.25 | 93.17 | 90.79 | 0.848 | 112.83 | 22.45 | |
| gemini-3-flash-previewCategory=General MLLM Baselines2026.02 | 85.38 | 98.77 | 92.42 | 91.31 | 0.84 | 185.77 | 47.26 | |
| MatPlotCodeCategory=Specialized Methods2026.02 | 82.81 | 93.75 | 83.52 | 85.55 | 0.8106 | 157.27 | 39.27 | |
| Geo-CodeLMCategory=Ours2026.02 | 81.95 | 92.13 | 82.93 | 85.23 | 0.8597 | 116.13 | 19.97 | |
| FigCodifierCategory=Specialized Methods2026.02 | 72.87 | 89.7 | 79.14 | 79.12 | 0.8325 | 225.59 | 66.13 | |
| Qwen-4B-InstructionCategory=General MLLM Baselines2026.02 | 52.35 | 77.48 | 56.57 | 60.89 | 0.8163 | 277.44 | 63.24 |