# Nearest POI Spatial Grounding on SG Source: [Nearest POI Spatial Grounding on SG]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:46:32.238Z Evaluation of Nearest POI Spatial Grounding performance on the SG dataset, measured using Hit@5 and NDCG@5. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Nearest POI Spatial Grounding | | Dataset (including any stated split) | SG | | Metric | Hit@5 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 32 of 32 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Hit@5](): Higher is better; unit: PERCENT. - [NDCG@5](): Higher is better; unit: PERCENT. ## Recorded results | Method | Hit@5 | Result date | Report paper | | --- | --- | --- | --- | | UGE | 70.77 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 62.31 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 61.15 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 60 | Not recorded | 698abbd9c97a0b3e3b5de23c | | Qwen2.5-VL-7B | 58.85 | Not recorded | 698abbd9c97a0b3e3b5de23c | | GME-2B | 58.85 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 58.3 | Not recorded | 698abbd9c97a0b3e3b5de23c | | LLaVA1.6 | 58.06 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 55 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 53.31 | Not recorded | 698abbd9c97a0b3e3b5de23c | | Phi3-V | 52.46 | Not recorded | 698abbd9c97a0b3e3b5de23c | | VLM2Vec-2B | 52.31 | Not recorded | 698abbd9c97a0b3e3b5de23c | | Qwen2.5-VL-3B | 50 | Not recorded | 698abbd9c97a0b3e3b5de23c | | Qwen2-VL-2B | 45.38 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 41.54 | Not recorded | 698abbd9c97a0b3e3b5de23c | | Qwen2-VL-7B | 38.46 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 34.62 | Not recorded | 698abbd9c97a0b3e3b5de23c | | Qwen2.5-VL-3B | 30.77 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 29.23 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 26.54 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 24.62 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 23.08 | Not recorded | 698abbd9c97a0b3e3b5de23c | | VLM2Vec-2B | 21.54 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 19.62 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 19.23 | Not recorded | 698abbd9c97a0b3e3b5de23c | | Qwen2-VL-2B | 18.85 | Not recorded | 698abbd9c97a0b3e3b5de23c | | GME-2B | 17.31 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 17.31 | Not recorded | 698abbd9c97a0b3e3b5de23c | | LLaVA1.6 | 15.77 | Not recorded | 698abbd9c97a0b3e3b5de23c | | Qwen2-VL-7B | 14.23 | Not recorded | 698abbd9c97a0b3e3b5de23c | | Phi3-V | 10.77 | Not recorded | 698abbd9c97a0b3e3b5de23c | | Qwen2.5-VL-7B | 9.23 | Not recorded | 698abbd9c97a0b3e3b5de23c | ### UGE Hit@5: 70.77. Result ID: 699727c55698665ec4766650. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"Qwen2.5-VL-7B"}. This record does not assert independent reproduction. ### UGE Hit@5: 62.31. Result ID: 699727c55698665ec476664c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"Qwen2-VL-7B"}. This record does not assert independent reproduction. ### UGE Hit@5: 61.15. Result ID: 699727c55698665ec4766654. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"VLM2Vec-2B"}. This record does not assert independent reproduction. ### UGE Hit@5: 60. Result ID: 699727c55698665ec476664a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"Qwen2-VL-2B"}. This record does not assert independent reproduction. ### Qwen2.5-VL-7B Hit@5: 58.85. Result ID: 699727c55698665ec476664f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GME-2B Hit@5: 58.85. Result ID: 699727c55698665ec4766651. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UGE Hit@5: 58.3. Result ID: 699727c55698665ec4766656. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"LLaVA1.6"}. This record does not assert independent reproduction. ### LLaVA1.6 Hit@5: 58.06. Result ID: 699727c55698665ec4766655. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UGE Hit@5: 55. Result ID: 699727c55698665ec4766652. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"GME-2B"}. This record does not assert independent reproduction. ### UGE Hit@5: 53.31. Result ID: 699727c55698665ec4766658. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"Phi3-V"}. This record does not assert independent reproduction. ### Phi3-V Hit@5: 52.46. Result ID: 699727c55698665ec4766657. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VLM2Vec-2B Hit@5: 52.31. Result ID: 699727c55698665ec4766653. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen2.5-VL-3B Hit@5: 50. Result ID: 699727c55698665ec476664d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen2-VL-2B Hit@5: 45.38. Result ID: 699727c55698665ec4766649. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UGE Hit@5: 41.54. Result ID: 699727c55698665ec476664e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"Qwen2.5-VL-3B"}. This record does not assert independent reproduction. ### Qwen2-VL-7B Hit@5: 38.46. Result ID: 699727c55698665ec476664b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UGE Hit@5: 34.62. Result ID: 699727c55698665ec4766690. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"Qwen2.5-VL-7B"}. This record does not assert independent reproduction. ### Qwen2.5-VL-3B Hit@5: 30.77. Result ID: 699727c55698665ec476668d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UGE Hit@5: 29.23. Result ID: 699727c55698665ec476668a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"Qwen2-VL-2B"}. This record does not assert independent reproduction. ### UGE Hit@5: 26.54. Result ID: 699727c55698665ec4766698. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"Phi3-V"}. This record does not assert independent reproduction. ### UGE Hit@5: 24.62. Result ID: 699727c55698665ec476668e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"Qwen2.5-VL-3B"}. This record does not assert independent reproduction. ### UGE Hit@5: 23.08. Result ID: 699727c55698665ec4766696. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"LLaVA1.6"}. This record does not assert independent reproduction. ### VLM2Vec-2B Hit@5: 21.54. Result ID: 699727c55698665ec4766693. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UGE Hit@5: 19.62. Result ID: 699727c55698665ec4766694. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"VLM2Vec-2B"}. This record does not assert independent reproduction. ### UGE Hit@5: 19.23. Result ID: 699727c55698665ec476668c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"Qwen2-VL-7B"}. This record does not assert independent reproduction. ### Qwen2-VL-2B Hit@5: 18.85. Result ID: 699727c55698665ec4766689. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GME-2B Hit@5: 17.31. Result ID: 699727c55698665ec4766691. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UGE Hit@5: 17.31. Result ID: 699727c55698665ec4766692. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"GME-2B"}. This record does not assert independent reproduction. ### LLaVA1.6 Hit@5: 15.77. Result ID: 699727c55698665ec4766695. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen2-VL-7B Hit@5: 14.23. Result ID: 699727c55698665ec476668b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Phi3-V Hit@5: 10.77. Result ID: 699727c55698665ec4766697. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen2.5-VL-7B Hit@5: 9.23. Result ID: 699727c55698665ec476668f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.