# Identifying related documents on WIKIPEDIA triplets (test)

Source: [Identifying related documents on WIKIPEDIA triplets (test)](<https://www.sota2.com/research/sota/identifying-related-documents-on-wikipedia-triplets-test>)

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

Data updated: 2026-02-26T06:02:34.569Z

Evaluation of performance for identifying related documents using the test split of the WIKIPEDIA triplets dataset, measured by computational runtime.

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 | Identifying related documents |
| Dataset (including any stated split) | WIKIPEDIA triplets (test) |
| Metric | Runtime (min) |
| Unit | TIME |
| Direction | Lower is better |
| Results loaded | 5 of 5 |
| 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

- [Runtime (min)](<https://www.sota2.com/research/sota/identifying-related-documents-on-wikipedia-triplets-test.md?metric=Runtime%20(min)>): Lower is better; unit: TIME.

## Recorded results

| Method | Runtime (min) | Result date | Report paper |
| --- | --- | --- | --- |
| COSINE | 0.01 | Not recorded | 68fa67881e209131cea16b49 |
| WCD | 0.09 | Not recorded | 68fa67881e209131cea16b49 |
| REL-RWMD(S) | 3.36 | Not recorded | 68fa67881e209131cea16b49 |
| RWMD(S) | 11 | Not recorded | 68fa67881e209131cea16b49 |
| WMD | 302 | Not recorded | 68fa67881e209131cea16b49 |

### COSINE

Runtime (min): 0.01. Result ID: 698d393a8b517eb4331fe59b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67881e209131cea16b49.md>)

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

### WCD

Runtime (min): 0.09. Result ID: 698d393a8b517eb4331fe59c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67881e209131cea16b49.md>)

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

### REL-RWMD(S)

Runtime (min): 3.36. Result ID: 698d393a8b517eb4331fe59f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67881e209131cea16b49.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67881e209131cea16b49.md>)

[Implementation](<https://github.com/matwerner/fast-wmd>)

Recorded evaluation configuration: {"implementation":"cached"}. This record does not assert independent reproduction.

### RWMD(S)

Runtime (min): 11. Result ID: 698d393a8b517eb4331fe59e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67881e209131cea16b49.md>)

Recorded evaluation configuration: {"implementation":"cached"}. This record does not assert independent reproduction.

### WMD

Runtime (min): 302. Result ID: 698d393a8b517eb4331fe59d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67881e209131cea16b49.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.