Geometric Reasoning on GeoAux
34.6Overall AccuracyLatentGeo
Evaluation Results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| LatentGeoSize=7B2026.03 | 34.6 | 30.6 | 37.3 | 31.5 | 30.5 | 27.7 | 42.1 | 24.6 | 34.9 | 27 | 31.9 | 37 | 31.5 | |
| Qwen3-VL-FlashSize=–2026.03 | 33.4 | 43.8 | 34.1 | 34.3 | 25.2 | 27.7 | 29.3 | 30.9 | 32.8 | 30.5 | 36.5 | 21.2 | 33.1 | |
| Qwen2.5-VL-32BSize=32B2026.03 | 33.1 | 35.5 | 34.9 | 37.1 | 25.2 | 26.6 | 30.1 | 29.1 | 34.4 | 30.5 | 31.7 | 29.5 | 27.7 | |
| Qwen3-VL-8BSize=8B2026.03 | 32.7 | 38.5 | 33.3 | 41 | 24.5 | 27.7 | 25.6 | 30.9 | 32.2 | 32.3 | 32.7 | 26.7 | 26.7 | |
| GPT-4oSize=–2026.03 | 30.3 | 34.3 | 31.4 | 33.2 | 23.4 | 30.9 | 25.6 | 31.8 | 32.3 | 26.1 | 29.6 | 27.4 | 25.5 | |
| MMR1-7B-RLSize=7B2026.03 | 29.7 | 27.6 | 33.9 | 31.5 | 18.3 | 28.7 | 28.6 | 23.6 | 29.1 | 23.9 | 28.4 | 23.3 | 19.3 | |
| InternVL3.5-8BSize=8B2026.03 | 25.1 | 24.9 | 26.9 | 27 | 19.4 | 19.2 | 18.8 | 18.2 | 26.1 | 22.1 | 23.6 | 24 | 19.9 | |
| InternVL2-8BSize=8B2026.03 | 15.9 | 18.1 | 15.2 | 17.4 | 16.1 | 10.6 | 15.8 | 14.6 | 18.1 | 16.8 | 13.7 | 17.1 | 11 | |
| Qwen2.5-VL-7BSize=7B2026.03 | 14.5 | 19.3 | 13.9 | 22.5 | 10.1 | 12.8 | 6.8 | 9.1 | 14 | 18.6 | 15.1 | 11.6 | 12.7 | |
| R1-Onevision-7BSize=7B2026.03 | 13.2 | 13.6 | 14.2 | 17.4 | 8.4 | 8.5 | 15 | 10 | 13 | 15 | 12.2 | 8.2 | 11.9 | |
| GPT-4o-miniSize=–2026.03 | 12.2 | 14.3 | 13.9 | 12.4 | 6.2 | 5.3 | 8.3 | 7.3 | 13.1 | 11.1 | 13.3 | 5.5 | 10.8 | |
| OpenMMReasoner-RLSize=7B2026.03 | 10.3 | 12.5 | 10.8 | 16.3 | 5.2 | 9.6 | 8.3 | 10 | 9.9 | 11.1 | 8.9 | 5.5 | 5.8 | |
| LLaVA-1.6 (Vicuna-7B)Size=7B2026.03 | 7.1 | 5.3 | 6.9 | 9 | 8 | 7.5 | 5.3 | 5.5 | 6.4 | 7.5 | 6 | 13.7 | 6.8 |