# Nearest POI Spatial Grounding on BJ Source: [Nearest POI Spatial Grounding on BJ]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:46:32.257Z Evaluation of Nearest POI Spatial Grounding performance on the BJ 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) | BJ | | 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 | | --- | --- | --- | --- | | Qwen2.5-VL-3B | 76.15 | Not recorded | 698abbd9c97a0b3e3b5de23c | | Qwen2.5-VL-7B | 76.15 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 75.38 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 72.31 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 71.15 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 70.77 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 70.62 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 70.38 | Not recorded | 698abbd9c97a0b3e3b5de23c | | Qwen2-VL-2B | 66.92 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 65.38 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 65 | Not recorded | 698abbd9c97a0b3e3b5de23c | | GME-2B | 64.62 | Not recorded | 698abbd9c97a0b3e3b5de23c | | LLaVA1.6 | 63.08 | Not recorded | 698abbd9c97a0b3e3b5de23c | | VLM2Vec-2B | 59.23 | Not recorded | 698abbd9c97a0b3e3b5de23c | | Qwen2-VL-7B | 58.08 | Not recorded | 698abbd9c97a0b3e3b5de23c | | Phi3-V | 53.46 | Not recorded | 698abbd9c97a0b3e3b5de23c | | Qwen2.5-VL-3B | 44.62 | Not recorded | 698abbd9c97a0b3e3b5de23c | | LLaVA1.6 | 43.46 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 36.15 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 33.46 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 31.92 | Not recorded | 698abbd9c97a0b3e3b5de23c | | Qwen2-VL-7B | 30.38 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 29.62 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 29.23 | Not recorded | 698abbd9c97a0b3e3b5de23c | | Qwen2-VL-2B | 27.69 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 21.92 | Not recorded | 698abbd9c97a0b3e3b5de23c | | GME-2B | 21.92 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 21.54 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 19.62 | Not recorded | 698abbd9c97a0b3e3b5de23c | | Phi3-V | 18.46 | Not recorded | 698abbd9c97a0b3e3b5de23c | | Qwen2.5-VL-7B | 12.69 | Not recorded | 698abbd9c97a0b3e3b5de23c | | VLM2Vec-2B | 9.62 | Not recorded | 698abbd9c97a0b3e3b5de23c | ### Qwen2.5-VL-3B Hit@5: 76.15. Result ID: 699727c55698665ec476665d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen2.5-VL-7B Hit@5: 76.15. Result ID: 699727c55698665ec476665f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UGE Hit@5: 75.38. Result ID: 699727c55698665ec476665c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"Qwen2-VL-7B"}. This record does not assert independent reproduction. ### UGE Hit@5: 72.31. Result ID: 699727c55698665ec476665a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"Qwen2-VL-2B"}. This record does not assert independent reproduction. ### UGE Hit@5: 71.15. Result ID: 699727c55698665ec4766664. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"VLM2Vec-2B"}. This record does not assert independent reproduction. ### UGE Hit@5: 70.77. Result ID: 699727c55698665ec4766666. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"LLaVA1.6"}. This record does not assert independent reproduction. ### UGE Hit@5: 70.62. Result ID: 699727c55698665ec4766660. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"Qwen2.5-VL-7B"}. This record does not assert independent reproduction. ### UGE Hit@5: 70.38. Result ID: 699727c55698665ec4766662. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"GME-2B"}. This record does not assert independent reproduction. ### Qwen2-VL-2B Hit@5: 66.92. Result ID: 699727c55698665ec4766659. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UGE Hit@5: 65.38. Result ID: 699727c55698665ec476665e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"Qwen2.5-VL-3B"}. This record does not assert independent reproduction. ### UGE Hit@5: 65. Result ID: 699727c55698665ec4766668. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"Phi3-V"}. This record does not assert independent reproduction. ### GME-2B Hit@5: 64.62. Result ID: 699727c55698665ec4766661. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LLaVA1.6 Hit@5: 63.08. Result ID: 699727c55698665ec4766665. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VLM2Vec-2B Hit@5: 59.23. Result ID: 699727c55698665ec4766663. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen2-VL-7B Hit@5: 58.08. Result ID: 699727c55698665ec476665b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Phi3-V Hit@5: 53.46. Result ID: 699727c55698665ec4766667. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen2.5-VL-3B Hit@5: 44.62. Result ID: 699727c55698665ec476669d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LLaVA1.6 Hit@5: 43.46. Result ID: 699727c55698665ec47666a5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UGE Hit@5: 36.15. Result ID: 699727c55698665ec47666a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"Qwen2.5-VL-7B"}. This record does not assert independent reproduction. ### UGE Hit@5: 33.46. Result ID: 699727c55698665ec47666a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"LLaVA1.6"}. This record does not assert independent reproduction. ### UGE Hit@5: 31.92. Result ID: 699727c55698665ec476669a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"Qwen2-VL-2B"}. This record does not assert independent reproduction. ### Qwen2-VL-7B Hit@5: 30.38. Result ID: 699727c55698665ec476669b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UGE Hit@5: 29.62. Result ID: 699727c55698665ec476669e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"Qwen2.5-VL-3B"}. This record does not assert independent reproduction. ### UGE Hit@5: 29.23. Result ID: 699727c55698665ec47666a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"Phi3-V"}. This record does not assert independent reproduction. ### Qwen2-VL-2B Hit@5: 27.69. Result ID: 699727c55698665ec4766699. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UGE Hit@5: 21.92. Result ID: 699727c55698665ec476669c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"Qwen2-VL-7B"}. This record does not assert independent reproduction. ### GME-2B Hit@5: 21.92. Result ID: 699727c55698665ec47666a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UGE Hit@5: 21.54. Result ID: 699727c55698665ec47666a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"VLM2Vec-2B"}. This record does not assert independent reproduction. ### UGE Hit@5: 19.62. Result ID: 699727c55698665ec47666a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"GME-2B"}. This record does not assert independent reproduction. ### Phi3-V Hit@5: 18.46. Result ID: 699727c55698665ec47666a7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen2.5-VL-7B Hit@5: 12.69. Result ID: 699727c55698665ec476669f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VLM2Vec-2B Hit@5: 9.62. Result ID: 699727c55698665ec47666a3. [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.