# City and country name prediction on Geo-ADAPT-51K (test)

Source: [City and country name prediction on Geo-ADAPT-51K (test)](<https://www.sota2.com/research/sota/city-and-country-name-prediction-on-geo-adapt-51k-test>)

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

Data updated: 2026-03-17T08:20:37.820Z

Evaluation of model performance on predicting city and country names using the test split of the Geo-ADAPT-51K dataset, measured by City Name Accuracy and Country Name Accuracy.

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 | City and country name prediction |
| Dataset (including any stated split) | Geo-ADAPT-51K (test) |
| Metric | City Name Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [City Name Accuracy](<https://www.sota2.com/research/sota/city-and-country-name-prediction-on-geo-adapt-51k-test.md?metric=City%20Name%20Accuracy>): Higher is better; unit: PERCENT.

- [Country Name Accuracy](<https://www.sota2.com/research/sota/city-and-country-name-prediction-on-geo-adapt-51k-test.md?metric=Country%20Name%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | City Name Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Geo-ADAPT-8B | 55.8 | Not recorded | 69b8dfe30636e5bf4afbe7c6 |
| Gemini 2.5 Flash | 54.1 | Not recorded | 69b8dfe30636e5bf4afbe7c6 |
| GRE | 49.7 | Not recorded | 69b8dfe30636e5bf4afbe7c6 |
| Qwen3-VL-30B | 43.9 | Not recorded | 69b8dfe30636e5bf4afbe7c6 |
| Gemma3-27B | 37.6 | Not recorded | 69b8dfe30636e5bf4afbe7c6 |
| InternVL3.5-38B | 36.1 | Not recorded | 69b8dfe30636e5bf4afbe7c6 |
| GeoReasoner | 31.8 | Not recorded | 69b8dfe30636e5bf4afbe7c6 |

### Geo-ADAPT-8B

City Name Accuracy: 55.8. Result ID: 69b90ec947f34ce924a1821c.

[Reporting paper](<https://www.sota2.com/research/paper/69b8dfe30636e5bf4afbe7c6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8dfe30636e5bf4afbe7c6.md>)

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

### Gemini 2.5 Flash

City Name Accuracy: 54.1. Result ID: 69b90ec947f34ce924a18218.

[Reporting paper](<https://www.sota2.com/research/paper/69b8dfe30636e5bf4afbe7c6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c311e209131cea8cef5.md>)

Recorded evaluation configuration: {"publicly\_available":"false"}. This record does not assert independent reproduction.

### GRE

City Name Accuracy: 49.7. Result ID: 69b90ec947f34ce924a1821b.

[Reporting paper](<https://www.sota2.com/research/paper/69b8dfe30636e5bf4afbe7c6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b651e209131cea882a0.md>)

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

### Qwen3-VL-30B

City Name Accuracy: 43.9. Result ID: 69b90ec947f34ce924a18219.

[Reporting paper](<https://www.sota2.com/research/paper/69b8dfe30636e5bf4afbe7c6.md>)

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

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

### Gemma3-27B

City Name Accuracy: 37.6. Result ID: 69b90ec947f34ce924a18216.

[Reporting paper](<https://www.sota2.com/research/paper/69b8dfe30636e5bf4afbe7c6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa779f1e209131cea746cd.md>)

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

### InternVL3.5-38B

City Name Accuracy: 36.1. Result ID: 69b90ec947f34ce924a18217.

[Reporting paper](<https://www.sota2.com/research/paper/69b8dfe30636e5bf4afbe7c6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7af01e209131cea85dc9.md>)

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

### GeoReasoner

City Name Accuracy: 31.8. Result ID: 69b90ec947f34ce924a1821a.

[Reporting paper](<https://www.sota2.com/research/paper/69b8dfe30636e5bf4afbe7c6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c3c1e209131cea8d162.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.