# Nearest POI Spatial Grounding on PA Source: [Nearest POI Spatial Grounding on PA]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:46:32.275Z Evaluation of Nearest POI Spatial Grounding performance on the PA 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) | PA | | 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 | 48.85 | Not recorded | 698abbd9c97a0b3e3b5de23c | | LLaVA1.6 | 33.46 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 32.31 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 30.77 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 29.62 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 29.23 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 29.23 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 28.85 | Not recorded | 698abbd9c97a0b3e3b5de23c | | LLaVA1.6 | 28.46 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 28.08 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 27.81 | Not recorded | 698abbd9c97a0b3e3b5de23c | | Qwen2.5-VL-7B | 27.1 | Not recorded | 698abbd9c97a0b3e3b5de23c | | Phi3-V | 27.09 | Not recorded | 698abbd9c97a0b3e3b5de23c | | Qwen2-VL-2B | 26.92 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 26.92 | Not recorded | 698abbd9c97a0b3e3b5de23c | | Qwen2.5-VL-3B | 25.77 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 25.77 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 25 | Not recorded | 698abbd9c97a0b3e3b5de23c | | Qwen2.5-VL-3B | 25 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 24.62 | Not recorded | 698abbd9c97a0b3e3b5de23c | | VLM2Vec-2B | 23.85 | Not recorded | 698abbd9c97a0b3e3b5de23c | | Qwen2-VL-2B | 23.46 | Not recorded | 698abbd9c97a0b3e3b5de23c | | Qwen2-VL-7B | 23.08 | Not recorded | 698abbd9c97a0b3e3b5de23c | | GME-2B | 23.08 | Not recorded | 698abbd9c97a0b3e3b5de23c | | VLM2Vec-2B | 23.08 | Not recorded | 698abbd9c97a0b3e3b5de23c | | Qwen2.5-VL-7B | 22.31 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 20.77 | Not recorded | 698abbd9c97a0b3e3b5de23c | | Qwen2-VL-7B | 17.69 | Not recorded | 698abbd9c97a0b3e3b5de23c | | Phi3-V | 14.23 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 13.85 | Not recorded | 698abbd9c97a0b3e3b5de23c | | GME-2B | 13.46 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 12.31 | Not recorded | 698abbd9c97a0b3e3b5de23c | ### UGE Hit@5: 48.85. Result ID: 699727c55698665ec47666b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"Qwen2.5-VL-7B"}. This record does not assert independent reproduction. ### LLaVA1.6 Hit@5: 33.46. Result ID: 699727c55698665ec47666b5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UGE Hit@5: 32.31. Result ID: 699727c55698665ec47666ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"Qwen2.5-VL-3B"}. This record does not assert independent reproduction. ### UGE Hit@5: 30.77. Result ID: 699727c55698665ec476666a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"Qwen2-VL-2B"}. This record does not assert independent reproduction. ### UGE Hit@5: 29.62. Result ID: 699727c55698665ec476666e. [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: 699727c55698665ec476666c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"Qwen2-VL-7B"}. This record does not assert independent reproduction. ### UGE Hit@5: 29.23. Result ID: 699727c55698665ec4766672. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"GME-2B"}. This record does not assert independent reproduction. ### UGE Hit@5: 28.85. Result ID: 699727c55698665ec4766676. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"LLaVA1.6"}. This record does not assert independent reproduction. ### LLaVA1.6 Hit@5: 28.46. Result ID: 699727c55698665ec4766675. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UGE Hit@5: 28.08. Result ID: 699727c55698665ec4766670. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"Qwen2.5-VL-7B"}. This record does not assert independent reproduction. ### UGE Hit@5: 27.81. Result ID: 699727c55698665ec4766678. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"Phi3-V"}. This record does not assert independent reproduction. ### Qwen2.5-VL-7B Hit@5: 27.1. Result ID: 699727c55698665ec476666f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Phi3-V Hit@5: 27.09. Result ID: 699727c55698665ec4766677. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen2-VL-2B Hit@5: 26.92. Result ID: 699727c55698665ec4766669. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UGE Hit@5: 26.92. Result ID: 699727c55698665ec4766674. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"VLM2Vec-2B"}. This record does not assert independent reproduction. ### Qwen2.5-VL-3B Hit@5: 25.77. Result ID: 699727c55698665ec476666d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UGE Hit@5: 25.77. Result ID: 699727c55698665ec47666ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"Qwen2-VL-7B"}. This record does not assert independent reproduction. ### UGE Hit@5: 25. Result ID: 699727c55698665ec47666aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"Qwen2-VL-2B"}. This record does not assert independent reproduction. ### Qwen2.5-VL-3B Hit@5: 25. Result ID: 699727c55698665ec47666ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UGE Hit@5: 24.62. Result ID: 699727c55698665ec47666b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"LLaVA1.6"}. This record does not assert independent reproduction. ### VLM2Vec-2B Hit@5: 23.85. Result ID: 699727c55698665ec4766673. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen2-VL-2B Hit@5: 23.46. Result ID: 699727c55698665ec47666a9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen2-VL-7B Hit@5: 23.08. Result ID: 699727c55698665ec476666b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GME-2B Hit@5: 23.08. Result ID: 699727c55698665ec4766671. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VLM2Vec-2B Hit@5: 23.08. Result ID: 699727c55698665ec47666b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen2.5-VL-7B Hit@5: 22.31. Result ID: 699727c55698665ec47666af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UGE Hit@5: 20.77. Result ID: 699727c55698665ec47666b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"Phi3-V"}. This record does not assert independent reproduction. ### Qwen2-VL-7B Hit@5: 17.69. Result ID: 699727c55698665ec47666ab. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Phi3-V Hit@5: 14.23. Result ID: 699727c55698665ec47666b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UGE Hit@5: 13.85. Result ID: 699727c55698665ec47666b4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"VLM2Vec-2B"}. This record does not assert independent reproduction. ### GME-2B Hit@5: 13.46. Result ID: 699727c55698665ec47666b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UGE Hit@5: 12.31. Result ID: 699727c55698665ec47666b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"GME-2B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.