# Geolocation Ranking on Beijing Source: [Geolocation Ranking on Beijing]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:46:32.066Z Evaluation of Geolocation Ranking performance on the Beijing dataset, measured using metrics like 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 | Geolocation Ranking | | Dataset (including any stated split) | Beijing (BJ) | | Metric | Hit@5 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 | 71.92 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 71.92 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 65.77 | Not recorded | 698abbd9c97a0b3e3b5de23c | | Qwen2-VL-7B | 59.62 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 56.92 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 51.92 | Not recorded | 698abbd9c97a0b3e3b5de23c | | Qwen2.5-VL-7B | 48.08 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 48.08 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 46.54 | Not recorded | 698abbd9c97a0b3e3b5de23c | | Qwen2-VL-2B | 44.62 | Not recorded | 698abbd9c97a0b3e3b5de23c | | GME-2B | 44.62 | Not recorded | 698abbd9c97a0b3e3b5de23c | | VLM2Vec-2B | 43.85 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 39.23 | Not recorded | 698abbd9c97a0b3e3b5de23c | | Phi3-V | 38.46 | Not recorded | 698abbd9c97a0b3e3b5de23c | | LLaVA1.6 | 22.69 | Not recorded | 698abbd9c97a0b3e3b5de23c | | Qwen2.5-VL-3B | 20.77 | Not recorded | 698abbd9c97a0b3e3b5de23c | ### UGE Hit@5: 71.92. Result ID: 699727c55698665ec476659a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2-VL-2B"}. This record does not assert independent reproduction. ### UGE Hit@5: 71.92. Result ID: 699727c55698665ec47665a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-VL-7B"}. This record does not assert independent reproduction. ### UGE Hit@5: 65.77. Result ID: 699727c55698665ec476659c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2-VL-7B"}. This record does not assert independent reproduction. ### Qwen2-VL-7B Hit@5: 59.62. Result ID: 699727c55698665ec476659b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UGE Hit@5: 56.92. Result ID: 699727c55698665ec476659e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-VL-3B"}. This record does not assert independent reproduction. ### UGE Hit@5: 51.92. Result ID: 699727c55698665ec47665a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Phi3-V"}. This record does not assert independent reproduction. ### Qwen2.5-VL-7B Hit@5: 48.08. Result ID: 699727c55698665ec476659f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UGE Hit@5: 48.08. Result ID: 699727c55698665ec47665a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaVA1.6"}. This record does not assert independent reproduction. ### UGE Hit@5: 46.54. Result ID: 699727c55698665ec47665a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GME-2B"}. This record does not assert independent reproduction. ### Qwen2-VL-2B Hit@5: 44.62. Result ID: 699727c55698665ec4766599. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GME-2B Hit@5: 44.62. Result ID: 699727c55698665ec47665a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VLM2Vec-2B Hit@5: 43.85. Result ID: 699727c55698665ec47665a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UGE Hit@5: 39.23. Result ID: 699727c55698665ec47665a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VLM2Vec-2B"}. This record does not assert independent reproduction. ### Phi3-V Hit@5: 38.46. Result ID: 699727c55698665ec47665a7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LLaVA1.6 Hit@5: 22.69. Result ID: 699727c55698665ec47665a5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen2.5-VL-3B Hit@5: 20.77. Result ID: 699727c55698665ec476659d. [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.