Nearest POI Spatial Grounding on SG
70.77Hit@5UGE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| UGEbackbone=Qwen2.5-VL-7B2026.02 | 70.77 | 68.58 | |
| UGEbackbone=Qwen2-VL-7B2026.02 | 62.31 | 59.65 | |
| UGEbackbone=VLM2Vec-2B2026.02 | 61.15 | 58.78 | |
| UGEbackbone=Qwen2-VL-2B2026.02 | 60 | 55.77 | |
| Qwen2.5-VL-7B2026.02 | 58.85 | 54.93 | |
| GME-2B2026.02 | 58.85 | 36.41 | |
| UGEbackbone=LLaVA1.62026.02 | 58.3 | 55.5 | |
| LLaVA1.62026.02 | 58.06 | 55.45 | |
| UGEbackbone=GME-2B2026.02 | 55 | 52.3 | |
| UGEbackbone=Phi3-V2026.02 | 53.31 | 51.89 | |
| Phi3-V2026.02 | 52.46 | 49.74 | |
| VLM2Vec-2B2026.02 | 52.31 | 50.42 | |
| Qwen2.5-VL-3B2026.02 | 50 | 47.81 | |
| Qwen2-VL-2B2026.02 | 45.38 | 42.44 | |
| UGEbackbone=Qwen2.5-VL-3B2026.02 | 41.54 | 39.7 | |
| Qwen2-VL-7B2026.02 | 38.46 | 36.41 | |
| UGEbackbone=Qwen2.5-VL-7B2026.02 | 34.62 | 33.62 | |
| Qwen2.5-VL-3B2026.02 | 30.77 | 28.89 | |
| UGEbackbone=Qwen2-VL-2B2026.02 | 29.23 | 28.23 | |
| UGEbackbone=Phi3-V2026.02 | 26.54 | 25.95 | |
| UGEbackbone=Qwen2.5-VL-3B2026.02 | 24.62 | 23.02 | |
| UGEbackbone=LLaVA1.62026.02 | 23.08 | 22 | |
| VLM2Vec-2B2026.02 | 21.54 | 20.04 | |
| UGEbackbone=VLM2Vec-2B2026.02 | 19.62 | 17.12 | |
| UGEbackbone=Qwen2-VL-7B2026.02 | 19.23 | 18.13 | |
| Qwen2-VL-2B2026.02 | 18.85 | 16.9 | |
| GME-2B2026.02 | 17.31 | 10.92 | |
| UGEbackbone=GME-2B2026.02 | 17.31 | 15.62 | |
| LLaVA1.62026.02 | 15.77 | 14.77 | |
| Qwen2-VL-7B2026.02 | 14.23 | 13.03 | |
| Phi3-V2026.02 | 10.77 | 9.05 | |
| Qwen2.5-VL-7B2026.02 | 9.23 | 7.03 |