# Machine Translation (English to French) on MTNT (test)

Source: [Machine Translation (English to French) on MTNT (test)](<https://www.sota2.com/research/sota/machine-translation-english-to-french-on-mtnt-test>)

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

Data updated: 2026-02-26T05:38:41.810Z

Evaluation of English to French Machine Translation performance using the MTNT test set, measured by the COMET metric.

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 (English to French) |
| Dataset (including any stated split) | MTNT (test) |
| Metric | COMET Score |
| 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

- [COMET Score](<https://www.sota2.com/research/sota/machine-translation-english-to-french-on-mtnt-test.md?metric=COMET%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | COMET Score | Result date | Report paper |
| --- | --- | --- | --- |
| TI | 81.91 | Not recorded | 68fa7bd61e209131cea8ad3d |
| GPT-3.5 | 81.33 | Not recorded | 68fa7bd61e209131cea8ad3d |
| NLLB | 79.33 | Not recorded | 68fa7bd61e209131cea8ad3d |
| r/OPUS | 79.22 | Not recorded | 68fa7bd61e209131cea8ad3d |
| OPUS | 77.21 | Not recorded | 68fa7bd61e209131cea8ad3d |

### TI

COMET Score: 81.91. Result ID: 698b8bae7a967eddb76f786d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd61e209131cea8ad3d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72531e209131cea55a2f.md>)

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

### GPT-3.5

COMET Score: 81.33. Result ID: 698b8bae7a967eddb76f786e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd61e209131cea8ad3d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e9a1e209131cea41033.md>)

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

### NLLB

COMET Score: 79.33. Result ID: 698b8bae7a967eddb76f786c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd61e209131cea8ad3d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d511e209131cea39201.md>)

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

### r/OPUS

COMET Score: 79.22. Result ID: 698b8bae7a967eddb76f786b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd61e209131cea8ad3d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bd61e209131cea8ad3d.md>)

[Implementation](<https://github.com/utter-project/robust-mt>)

Recorded evaluation configuration: {"fine-tuned":"MTNT en-fr"}. This record does not assert independent reproduction.

### OPUS

COMET Score: 77.21. Result ID: 698b8bae7a967eddb76f786a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd61e209131cea8ad3d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bd61e209131cea8ad3d.md>)

[Implementation](<https://github.com/utter-project/robust-mt>)

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

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