# Geolocation Ranking on New York

Source: [Geolocation Ranking on New York](<https://www.sota2.com/research/sota/geolocation-ranking-on-new-york>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:46:32.032Z

Evaluation of Geolocation Ranking performance on the New York 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) | New York |
| 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](<https://www.sota2.com/research/sota/geolocation-ranking-on-new-york.md?metric=Hit%405>): Higher is better; unit: PERCENT.

- [NDCG@5](<https://www.sota2.com/research/sota/geolocation-ranking-on-new-york.md?metric=NDCG%405>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Hit@5 | Result date | Report paper |
| --- | --- | --- | --- |
| UGE | 58.85 | Not recorded | 698abbd9c97a0b3e3b5de23c |
| UGE | 55.87 | Not recorded | 698abbd9c97a0b3e3b5de23c |
| UGE | 55 | Not recorded | 698abbd9c97a0b3e3b5de23c |
| UGE | 53.46 | Not recorded | 698abbd9c97a0b3e3b5de23c |
| UGE | 48.85 | Not recorded | 698abbd9c97a0b3e3b5de23c |
| UGE | 47.42 | Not recorded | 698abbd9c97a0b3e3b5de23c |
| UGE | 46.01 | Not recorded | 698abbd9c97a0b3e3b5de23c |
| UGE | 46.01 | Not recorded | 698abbd9c97a0b3e3b5de23c |
| UGE | 45.07 | Not recorded | 698abbd9c97a0b3e3b5de23c |
| UGE | 44.23 | Not recorded | 698abbd9c97a0b3e3b5de23c |
| UGE | 43.66 | Not recorded | 698abbd9c97a0b3e3b5de23c |
| UGE | 41.15 | Not recorded | 698abbd9c97a0b3e3b5de23c |
| Qwen2.5-VL-7B | 39.91 | Not recorded | 698abbd9c97a0b3e3b5de23c |
| Qwen2-VL-2B | 39.44 | Not recorded | 698abbd9c97a0b3e3b5de23c |
| UGE | 39.23 | Not recorded | 698abbd9c97a0b3e3b5de23c |
| UGE | 38.03 | Not recorded | 698abbd9c97a0b3e3b5de23c |
| UGE | 37.69 | Not recorded | 698abbd9c97a0b3e3b5de23c |
| UGE | 37.09 | Not recorded | 698abbd9c97a0b3e3b5de23c |
| Qwen2-VL-7B | 36.15 | Not recorded | 698abbd9c97a0b3e3b5de23c |
| Qwen2.5-VL-3B | 36.15 | Not recorded | 698abbd9c97a0b3e3b5de23c |
| GME-2B | 35.21 | Not recorded | 698abbd9c97a0b3e3b5de23c |
| Qwen2.5-VL-7B | 32.69 | Not recorded | 698abbd9c97a0b3e3b5de23c |
| LLaVA1.6 | 32.39 | Not recorded | 698abbd9c97a0b3e3b5de23c |
| VLM2Vec-2B | 30.77 | Not recorded | 698abbd9c97a0b3e3b5de23c |
| VLM2Vec-2B | 29.58 | Not recorded | 698abbd9c97a0b3e3b5de23c |
| Phi3-V | 29.58 | Not recorded | 698abbd9c97a0b3e3b5de23c |
| Qwen2-VL-2B | 29.23 | Not recorded | 698abbd9c97a0b3e3b5de23c |
| GME-2B | 29.23 | Not recorded | 698abbd9c97a0b3e3b5de23c |
| LLaVA1.6 | 28.85 | Not recorded | 698abbd9c97a0b3e3b5de23c |
| Qwen2-VL-7B | 27.31 | Not recorded | 698abbd9c97a0b3e3b5de23c |
| Phi3-V | 24.62 | Not recorded | 698abbd9c97a0b3e3b5de23c |
| Qwen2.5-VL-3B | 19.23 | Not recorded | 698abbd9c97a0b3e3b5de23c |

### UGE

Hit@5: 58.85. Result ID: 699727c55698665ec4766580.

[Reporting paper](<https://www.sota2.com/research/paper/698abbd9c97a0b3e3b5de23c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698abbd9c97a0b3e3b5de23c.md>)

Recorded evaluation configuration: {"Backbone":"Qwen2.5-VL-7B"}. This record does not assert independent reproduction.

### UGE

Hit@5: 55.87. Result ID: 699727c55698665ec4766640.

[Reporting paper](<https://www.sota2.com/research/paper/698abbd9c97a0b3e3b5de23c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698abbd9c97a0b3e3b5de23c.md>)

Recorded evaluation configuration: {"backbone":"Qwen2.5-VL-7B"}. This record does not assert independent reproduction.

### UGE

Hit@5: 55. Result ID: 699727c55698665ec476657c.

[Reporting paper](<https://www.sota2.com/research/paper/698abbd9c97a0b3e3b5de23c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698abbd9c97a0b3e3b5de23c.md>)

Recorded evaluation configuration: {"Backbone":"Qwen2-VL-7B"}. This record does not assert independent reproduction.

### UGE

Hit@5: 53.46. Result ID: 699727c55698665ec4766586.

[Reporting paper](<https://www.sota2.com/research/paper/698abbd9c97a0b3e3b5de23c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698abbd9c97a0b3e3b5de23c.md>)

Recorded evaluation configuration: {"Backbone":"LLaVA1.6"}. This record does not assert independent reproduction.

### UGE

Hit@5: 48.85. Result ID: 699727c55698665ec4766584.

[Reporting paper](<https://www.sota2.com/research/paper/698abbd9c97a0b3e3b5de23c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698abbd9c97a0b3e3b5de23c.md>)

Recorded evaluation configuration: {"Backbone":"VLM2Vec-2B"}. This record does not assert independent reproduction.

### UGE

Hit@5: 47.42. Result ID: 699727c55698665ec4766644.

[Reporting paper](<https://www.sota2.com/research/paper/698abbd9c97a0b3e3b5de23c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698abbd9c97a0b3e3b5de23c.md>)

Recorded evaluation configuration: {"backbone":"VLM2Vec-2B"}. This record does not assert independent reproduction.

### UGE

Hit@5: 46.01. Result ID: 699727c55698665ec4766642.

[Reporting paper](<https://www.sota2.com/research/paper/698abbd9c97a0b3e3b5de23c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698abbd9c97a0b3e3b5de23c.md>)

Recorded evaluation configuration: {"backbone":"GME-2B"}. This record does not assert independent reproduction.

### UGE

Hit@5: 46.01. Result ID: 699727c55698665ec4766646.

[Reporting paper](<https://www.sota2.com/research/paper/698abbd9c97a0b3e3b5de23c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698abbd9c97a0b3e3b5de23c.md>)

Recorded evaluation configuration: {"backbone":"LLaVA1.6"}. This record does not assert independent reproduction.

### UGE

Hit@5: 45.07. Result ID: 699727c55698665ec476663a.

[Reporting paper](<https://www.sota2.com/research/paper/698abbd9c97a0b3e3b5de23c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698abbd9c97a0b3e3b5de23c.md>)

Recorded evaluation configuration: {"backbone":"Qwen2-VL-2B"}. This record does not assert independent reproduction.

### UGE

Hit@5: 44.23. Result ID: 699727c55698665ec476657a.

[Reporting paper](<https://www.sota2.com/research/paper/698abbd9c97a0b3e3b5de23c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698abbd9c97a0b3e3b5de23c.md>)

Recorded evaluation configuration: {"Backbone":"Qwen2-VL-2B"}. This record does not assert independent reproduction.

### UGE

Hit@5: 43.66. Result ID: 699727c55698665ec476663c.

[Reporting paper](<https://www.sota2.com/research/paper/698abbd9c97a0b3e3b5de23c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698abbd9c97a0b3e3b5de23c.md>)

Recorded evaluation configuration: {"backbone":"Qwen2-VL-7B"}. This record does not assert independent reproduction.

### UGE

Hit@5: 41.15. Result ID: 699727c55698665ec4766582.

[Reporting paper](<https://www.sota2.com/research/paper/698abbd9c97a0b3e3b5de23c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698abbd9c97a0b3e3b5de23c.md>)

Recorded evaluation configuration: {"Backbone":"GME-2B"}. This record does not assert independent reproduction.

### Qwen2.5-VL-7B

Hit@5: 39.91. Result ID: 699727c55698665ec476663f.

[Reporting paper](<https://www.sota2.com/research/paper/698abbd9c97a0b3e3b5de23c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa773a1e209131cea71d3c.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Qwen2-VL-2B

Hit@5: 39.44. Result ID: 699727c55698665ec4766639.

[Reporting paper](<https://www.sota2.com/research/paper/698abbd9c97a0b3e3b5de23c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75151e209131cea65976.md>)

[Implementation](<https://github.com/QwenLM/Qwen2-VL>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### UGE

Hit@5: 39.23. Result ID: 699727c55698665ec4766588.

[Reporting paper](<https://www.sota2.com/research/paper/698abbd9c97a0b3e3b5de23c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698abbd9c97a0b3e3b5de23c.md>)

Recorded evaluation configuration: {"Backbone":"Phi3-V"}. This record does not assert independent reproduction.

### UGE

Hit@5: 38.03. Result ID: 699727c55698665ec4766648.

[Reporting paper](<https://www.sota2.com/research/paper/698abbd9c97a0b3e3b5de23c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698abbd9c97a0b3e3b5de23c.md>)

Recorded evaluation configuration: {"backbone":"Phi3-V"}. This record does not assert independent reproduction.

### UGE

Hit@5: 37.69. Result ID: 699727c55698665ec476657e.

[Reporting paper](<https://www.sota2.com/research/paper/698abbd9c97a0b3e3b5de23c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698abbd9c97a0b3e3b5de23c.md>)

Recorded evaluation configuration: {"Backbone":"Qwen2.5-VL-3B"}. This record does not assert independent reproduction.

### UGE

Hit@5: 37.09. Result ID: 699727c55698665ec476663e.

[Reporting paper](<https://www.sota2.com/research/paper/698abbd9c97a0b3e3b5de23c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698abbd9c97a0b3e3b5de23c.md>)

Recorded evaluation configuration: {"backbone":"Qwen2.5-VL-3B"}. This record does not assert independent reproduction.

### Qwen2-VL-7B

Hit@5: 36.15. Result ID: 699727c55698665ec476663b.

[Reporting paper](<https://www.sota2.com/research/paper/698abbd9c97a0b3e3b5de23c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75151e209131cea65976.md>)

[Implementation](<https://github.com/QwenLM/Qwen2-VL>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Qwen2.5-VL-3B

Hit@5: 36.15. Result ID: 699727c55698665ec476663d.

[Reporting paper](<https://www.sota2.com/research/paper/698abbd9c97a0b3e3b5de23c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa773a1e209131cea71d3c.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### GME-2B

Hit@5: 35.21. Result ID: 699727c55698665ec4766641.

[Reporting paper](<https://www.sota2.com/research/paper/698abbd9c97a0b3e3b5de23c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77b01e209131cea74c2c.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Qwen2.5-VL-7B

Hit@5: 32.69. Result ID: 699727c55698665ec476657f.

[Reporting paper](<https://www.sota2.com/research/paper/698abbd9c97a0b3e3b5de23c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa773a1e209131cea71d3c.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### LLaVA1.6

Hit@5: 32.39. Result ID: 699727c55698665ec4766645.

[Reporting paper](<https://www.sota2.com/research/paper/698abbd9c97a0b3e3b5de23c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74451e209131cea60aa5.md>)

[Implementation](<https://github.com/LLaVA-VL/LLaVA-NeXT>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### VLM2Vec-2B

Hit@5: 30.77. Result ID: 699727c55698665ec4766583.

[Reporting paper](<https://www.sota2.com/research/paper/698abbd9c97a0b3e3b5de23c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa766b1e209131cea6cd6f.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### VLM2Vec-2B

Hit@5: 29.58. Result ID: 699727c55698665ec4766643.

[Reporting paper](<https://www.sota2.com/research/paper/698abbd9c97a0b3e3b5de23c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa766b1e209131cea6cd6f.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Phi3-V

Hit@5: 29.58. Result ID: 699727c55698665ec4766647.

[Reporting paper](<https://www.sota2.com/research/paper/698abbd9c97a0b3e3b5de23c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74ae1e209131cea632e1.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Qwen2-VL-2B

Hit@5: 29.23. Result ID: 699727c55698665ec4766579.

[Reporting paper](<https://www.sota2.com/research/paper/698abbd9c97a0b3e3b5de23c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75151e209131cea65976.md>)

[Implementation](<https://github.com/QwenLM/Qwen2-VL>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### GME-2B

Hit@5: 29.23. Result ID: 699727c55698665ec4766581.

[Reporting paper](<https://www.sota2.com/research/paper/698abbd9c97a0b3e3b5de23c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77b01e209131cea74c2c.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### LLaVA1.6

Hit@5: 28.85. Result ID: 699727c55698665ec4766585.

[Reporting paper](<https://www.sota2.com/research/paper/698abbd9c97a0b3e3b5de23c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74451e209131cea60aa5.md>)

[Implementation](<https://github.com/LLaVA-VL/LLaVA-NeXT>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Qwen2-VL-7B

Hit@5: 27.31. Result ID: 699727c55698665ec476657b.

[Reporting paper](<https://www.sota2.com/research/paper/698abbd9c97a0b3e3b5de23c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75151e209131cea65976.md>)

[Implementation](<https://github.com/QwenLM/Qwen2-VL>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Phi3-V

Hit@5: 24.62. Result ID: 699727c55698665ec4766587.

[Reporting paper](<https://www.sota2.com/research/paper/698abbd9c97a0b3e3b5de23c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74ae1e209131cea632e1.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Qwen2.5-VL-3B

Hit@5: 19.23. Result ID: 699727c55698665ec476657d.

[Reporting paper](<https://www.sota2.com/research/paper/698abbd9c97a0b3e3b5de23c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa773a1e209131cea71d3c.md>)

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.
