# Machine Translation Evaluation on WMT En→De 2019 (all)

Source: [Machine Translation Evaluation on WMT En→De 2019 (all)](<https://www.sota2.com/research/sota/machine-translation-evaluation-on-wmt-en-de-2019-all>)

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

Data updated: 2026-02-26T06:11:23.965Z

Evaluation of English-to-German Machine Translation performance on the WMT 2019 'all' set, utilizing correlation-based quality metrics (\|r\|, \|τ\|, ρ).

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 | Machine Translation Evaluation |
| Dataset (including any stated split) | WMT En→De 2019 (all) |
| Metric | \|r\| |
| Unit | SCALAR |
| Direction | Higher 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

- [\|r\|](<https://www.sota2.com/research/sota/machine-translation-evaluation-on-wmt-en-de-2019-all.md?metric=%7Cr%7C>): Higher is better; unit: SCALAR.

- [\|τ\|](<https://www.sota2.com/research/sota/machine-translation-evaluation-on-wmt-en-de-2019-all.md?metric=%7C%CF%84%7C>): Higher is better; unit: SCALAR.

- [ρ](<https://www.sota2.com/research/sota/machine-translation-evaluation-on-wmt-en-de-2019-all.md?metric=%CF%81>): Higher is better; unit: SCALAR.

## Recorded results

| Method | \|r\| | Result date | Report paper |
| --- | --- | --- | --- |
| DA-BERTScore | 0.991 | Not recorded | 68fa6a711e209131cea2820c |
| BERTScore | 0.99 | Not recorded | 68fa6a711e209131cea2820c |
| METEOR | 0.985 | Not recorded | 68fa6a711e209131cea2820c |
| TER | 0.982 | Not recorded | 68fa6a711e209131cea2820c |
| BLEU | 0.952 | Not recorded | 68fa6a711e209131cea2820c |

### DA-BERTScore

\|r\|: 0.991. Result ID: 698e3487ffc3901de09ba747.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a711e209131cea2820c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a711e209131cea2820c.md>)

[Implementation](<https://github.com/NLP2CT/Difficulty-Aware-MT-Evaluation>)

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

### BERTScore

\|r\|: 0.99. Result ID: 698e3487ffc3901de09ba746.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a711e209131cea2820c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67171e209131cea140d5.md>)

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

### METEOR

\|r\|: 0.985. Result ID: 698e3487ffc3901de09ba745.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a711e209131cea2820c.md>)

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

### TER

\|r\|: 0.982. Result ID: 698e3487ffc3901de09ba744.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a711e209131cea2820c.md>)

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

### BLEU

\|r\|: 0.952. Result ID: 698e3487ffc3901de09ba743.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a711e209131cea2820c.md>)

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

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