# Sentence Retrieval on RS5M

Source: [Sentence Retrieval on RS5M](<https://www.sota2.com/research/sota/sentence-retrieval-on-rs5m>)

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

Data updated: 2026-02-26T05:59:31.848Z

Evaluation of Sentence Retrieval performance on the RS5M dataset, measured using R@1, R@5, R@10, and Mean Rank (mR).

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 | Sentence Retrieval |
| Dataset (including any stated split) | RS5M |
| Metric | R@1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

- [R@1](<https://www.sota2.com/research/sota/sentence-retrieval-on-rs5m.md?metric=R%401>): Higher is better; unit: PERCENT.

- [R@5](<https://www.sota2.com/research/sota/sentence-retrieval-on-rs5m.md?metric=R%405>): Higher is better; unit: PERCENT.

- [R@10](<https://www.sota2.com/research/sota/sentence-retrieval-on-rs5m.md?metric=R%4010>): Higher is better; unit: PERCENT.

- [Mean Rank](<https://www.sota2.com/research/sota/sentence-retrieval-on-rs5m.md?metric=Mean%20Rank>): Lower is better; unit: SCALAR.

## Recorded results

| Method | R@1 | Result date | Report paper |
| --- | --- | --- | --- |
| PMPGuard-Geo | 16.12 | Not recorded | 694a223b9eebe296e72aa947 |
| HarMA-Geo | 14.84 | Not recorded | 694a223b9eebe296e72aa947 |
| L2RM-Geo | 13.58 | Not recorded | 694a223b9eebe296e72aa947 |

### PMPGuard-Geo

R@1: 16.12. Result ID: 699820945698665ec47ac7ef.

[Reporting paper](<https://www.sota2.com/research/paper/694a223b9eebe296e72aa947.md>)

[Method origin paper](<https://www.sota2.com/research/paper/694a223b9eebe296e72aa947.md>)

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

### HarMA-Geo

R@1: 14.84. Result ID: 699820945698665ec47ac7ee.

[Reporting paper](<https://www.sota2.com/research/paper/694a223b9eebe296e72aa947.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73601e209131cea5c095.md>)

[Implementation](<https://github.com/seekerhuang/HarMA>)

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

### L2RM-Geo

R@1: 13.58. Result ID: 699820945698665ec47ac7ed.

[Reporting paper](<https://www.sota2.com/research/paper/694a223b9eebe296e72aa947.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa727c1e209131cea56af6.md>)

[Implementation](<https://github.com/hhc1997/L2RM>)

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

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