Nearest POI Spatial Grounding on PA
48.85Hit@5UGE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| UGEbackbone=Qwen2.5-VL-7B2026.02 | 48.85 | 46.46 | |
| LLaVA1.62026.02 | 33.46 | 30.86 | |
| UGEbackbone=Qwen2.5-VL-3B2026.02 | 32.31 | 31.88 | |
| UGEbackbone=Qwen2-VL-2B2026.02 | 30.77 | 20.08 | |
| UGEbackbone=Qwen2.5-VL-3B2026.02 | 29.62 | 21.79 | |
| UGEbackbone=Qwen2-VL-7B2026.02 | 29.23 | 19.97 | |
| UGEbackbone=GME-2B2026.02 | 29.23 | 17.82 | |
| UGEbackbone=LLaVA1.62026.02 | 28.85 | 20.02 | |
| LLaVA1.62026.02 | 28.46 | 20.09 | |
| UGEbackbone=Qwen2.5-VL-7B2026.02 | 28.08 | 19.12 | |
| UGEbackbone=Phi3-V2026.02 | 27.81 | 17.65 | |
| Qwen2.5-VL-7B2026.02 | 27.1 | 18.54 | |
| Phi3-V2026.02 | 27.09 | 17.55 | |
| Qwen2-VL-2B2026.02 | 26.92 | 19.29 | |
| UGEbackbone=VLM2Vec-2B2026.02 | 26.92 | 18.35 | |
| Qwen2.5-VL-3B2026.02 | 25.77 | 17.08 | |
| UGEbackbone=Qwen2-VL-7B2026.02 | 25.77 | 24.07 | |
| UGEbackbone=Qwen2-VL-2B2026.02 | 25 | 24.76 | |
| Qwen2.5-VL-3B2026.02 | 25 | 22.76 | |
| UGEbackbone=LLaVA1.62026.02 | 24.62 | 22.62 | |
| VLM2Vec-2B2026.02 | 23.85 | 16.52 | |
| Qwen2-VL-2B2026.02 | 23.46 | 22.06 | |
| Qwen2-VL-7B2026.02 | 23.08 | 14.9 | |
| GME-2B2026.02 | 23.08 | 12.2 | |
| VLM2Vec-2B2026.02 | 23.08 | 21.05 | |
| Qwen2.5-VL-7B2026.02 | 22.31 | 20.17 | |
| UGEbackbone=Phi3-V2026.02 | 20.77 | 18.77 | |
| Qwen2-VL-7B2026.02 | 17.69 | 16.09 | |
| Phi3-V2026.02 | 14.23 | 14.01 | |
| UGEbackbone=VLM2Vec-2B2026.02 | 13.85 | 11.05 | |
| GME-2B2026.02 | 13.46 | 8.49 | |
| UGEbackbone=GME-2B2026.02 | 12.31 | 11.85 |