# Word Translation on WMT11 English-Spanish (Sp-\>En) (test)

Source: [Word Translation on WMT11 English-Spanish (Sp-\>En) (test)](<https://www.sota2.com/research/sota/word-translation-on-wmt11-english-spanish-sp-en-test>)

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

Data updated: 2026-02-26T05:54:44.128Z

Evaluation of Word Translation performance on the WMT 2011 English-Spanish test set (Spanish to English direction).

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 | Word Translation |
| Dataset (including any stated split) | WMT11 English-Spanish (Sp-\>En) (test) |
| Metric | P@1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [P@1](<https://www.sota2.com/research/sota/word-translation-on-wmt11-english-spanish-sp-en-test.md?metric=P%401>): Higher is better; unit: PERCENT.

- [P@5](<https://www.sota2.com/research/sota/word-translation-on-wmt11-english-spanish-sp-en-test.md?metric=P%405>): Higher is better; unit: PERCENT.

## Recorded results

| Method | P@1 | Result date | Report paper |
| --- | --- | --- | --- |
| BilBOWA | 44 | Not recorded | 68fa62491e209131ce9f89b7 |
| Mikolov et al. | 35 | Not recorded | 68fa62491e209131ce9f89b7 |
| Word Co-occurrence | 19 | Not recorded | 68fa62491e209131ce9f89b7 |
| Edit Distance | 18 | Not recorded | 68fa62491e209131ce9f89b7 |

### BilBOWA

P@1: 44. Result ID: 698bd5487a967eddb771ac0a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa62491e209131ce9f89b7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62491e209131ce9f89b7.md>)

[Implementation](<https://github.com/gouwsmeister/bilbowa>)

Recorded evaluation configuration: {"embedding\_dimension":"40"}. This record does not assert independent reproduction.

### Mikolov et al.

P@1: 35. Result ID: 698bd5487a967eddb771ac09.

[Reporting paper](<https://www.sota2.com/research/paper/68fa62491e209131ce9f89b7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa610c1e209131ce9f2542.md>)

Recorded evaluation configuration: {"embedding\_dimension":"40"}. This record does not assert independent reproduction.

### Word Co-occurrence

P@1: 19. Result ID: 698bd5487a967eddb771ac08.

[Reporting paper](<https://www.sota2.com/research/paper/68fa62491e209131ce9f89b7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa610c1e209131ce9f2542.md>)

Recorded evaluation configuration: {"embedding\_dimension":"40"}. This record does not assert independent reproduction.

### Edit Distance

P@1: 18. Result ID: 698bd5487a967eddb771ac07.

[Reporting paper](<https://www.sota2.com/research/paper/68fa62491e209131ce9f89b7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa610c1e209131ce9f2542.md>)

Recorded evaluation configuration: {"embedding\_dimension":"40"}. This record does not assert independent reproduction.

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