# Cross-lingual Document Classification on Reuters en -\> de (test)

Source: [Cross-lingual Document Classification on Reuters en -\> de (test)](<https://www.sota2.com/research/sota/cross-lingual-document-classification-on-reuters-en-de-test>)

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

Data updated: 2026-02-26T05:27:11.826Z

Evaluation of Cross-lingual Document Classification performance on the test split of the Reuters dataset, specifically for the English to German translation task, measured by 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 | Cross-lingual Document Classification |
| Dataset (including any stated split) | Reuters en -\> de (test) |
| Metric | 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

- [Accuracy](<https://www.sota2.com/research/sota/cross-lingual-document-classification-on-reuters-en-de-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Bilingual Auto-encoders (BAEs) | 91.8 | Not recorded | 68fa62491e209131ce9f89b7 |
| BilBOWA | 86.5 | Not recorded | 68fa62491e209131ce9f89b7 |
| BiCVM | 83.7 | Not recorded | 68fa62491e209131ce9f89b7 |
| Klementiev et al. | 77.6 | Not recorded | 68fa62491e209131ce9f89b7 |
| MT Baseline | 68.1 | Not recorded | 68fa62491e209131ce9f89b7 |
| Glossed Baseline | 65.1 | Not recorded | 68fa62491e209131ce9f89b7 |
| Majority Baseline | 46.8 | Not recorded | 68fa62491e209131ce9f89b7 |

### Bilingual Auto-encoders (BAEs)

Accuracy: 91.8. Result ID: 698bd5487a967eddb771ac00.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa61461e209131ce9f3441.md>)

Recorded evaluation configuration: {"Training Time (min)":"4,800","Embedding Dimension":"40"}. This record does not assert independent reproduction.

### BilBOWA

Accuracy: 86.5. Result ID: 698bd5487a967eddb771ac02.

[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: {"Training Time (min)":"6","Embedding Dimension":"40"}. This record does not assert independent reproduction.

### BiCVM

Accuracy: 83.7. Result ID: 698bd5487a967eddb771ac01.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa61481e209131ce9f35e7.md>)

[Implementation](<http://www.karlmoritz.com./>)

Recorded evaluation configuration: {"Training Time (min)":"15","Embedding Dimension":"40"}. This record does not assert independent reproduction.

### Klementiev et al.

Accuracy: 77.6. Result ID: 698bd5487a967eddb771abff.

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

Recorded evaluation configuration: {"Training Time (min)":"14,400","Embedding Dimension":"40"}. This record does not assert independent reproduction.

### MT Baseline

Accuracy: 68.1. Result ID: 698bd5487a967eddb771abfe.

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

Recorded evaluation configuration: {"Embedding Dimension":"40"}. This record does not assert independent reproduction.

### Glossed Baseline

Accuracy: 65.1. Result ID: 698bd5487a967eddb771abfd.

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

Recorded evaluation configuration: {"Embedding Dimension":"40"}. This record does not assert independent reproduction.

### Majority Baseline

Accuracy: 46.8. Result ID: 698bd5487a967eddb771abfc.

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

Recorded evaluation configuration: {"Embedding Dimension":"40"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.