# Speech Translation on MCIF short-form

Source: [Speech Translation on MCIF short-form](<https://www.sota2.com/research/sota/speech-translation-on-mcif-short-form>)

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

Data updated: 2026-07-08T06:55:18.879Z

Evaluation of Speech Translation performance on the MCIF short-form dataset, measured using ST COMET.

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 | Speech Translation |
| Dataset (including any stated split) | MCIF short-form |
| Metric | ST COMET |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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

- [ST COMET](<https://www.sota2.com/research/sota/speech-translation-on-mcif-short-form.md?metric=ST%20COMET>): Higher is better; unit: PERCENT.

- [ST COMET (DE)](<https://www.sota2.com/research/sota/speech-translation-on-mcif-short-form.md?metric=ST%20COMET%20(DE)>): Higher is better; unit: PERCENT.

- [ST COMET (IT)](<https://www.sota2.com/research/sota/speech-translation-on-mcif-short-form.md?metric=ST%20COMET%20(IT)>): Higher is better; unit: PERCENT.

- [ST COMET (ZH)](<https://www.sota2.com/research/sota/speech-translation-on-mcif-short-form.md?metric=ST%20COMET%20(ZH)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | ST COMET | Result date | Report paper |
| --- | --- | --- | --- |
| Primary | 78.69 | Not recorded | 6a3e07c4206542251d7cb6d3 |
| Primary | 75.5 | Not recorded | 6a3e07c4206542251d7cb6d3 |
| Contrastive | 75.16 | Not recorded | 6a3e07c4206542251d7cb6d3 |
| Primary | 74.96 | Not recorded | 6a3e07c4206542251d7cb6d3 |
| Contrastive | 74.25 | Not recorded | 6a3e07c4206542251d7cb6d3 |
| Contrastive | 73.26 | Not recorded | 6a3e07c4206542251d7cb6d3 |
| Primary | 72.86 | Not recorded | 6a3e07c4206542251d7cb6d3 |
| Contrastive | 70.36 | Not recorded | 6a3e07c4206542251d7cb6d3 |

### Primary

ST COMET: 78.69. Result ID: 6a3e1deafbc373592c5e979a.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07c4206542251d7cb6d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3e07c4206542251d7cb6d3.md>)

Recorded evaluation configuration: {"Submission Mode":"Short-form","Language":"en-zh"}. This record does not assert independent reproduction.

### Primary

ST COMET: 75.5. Result ID: 6a3e1deafbc373592c5e979b.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07c4206542251d7cb6d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3e07c4206542251d7cb6d3.md>)

Recorded evaluation configuration: {"Submission Mode":"Short-form","Language":"score"}. This record does not assert independent reproduction.

### Contrastive

ST COMET: 75.16. Result ID: 6a3e1deafbc373592c5e979d.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07c4206542251d7cb6d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3e07c4206542251d7cb6d3.md>)

Recorded evaluation configuration: {"Submission Mode":"Long-form","Language":"en-it"}. This record does not assert independent reproduction.

### Primary

ST COMET: 74.96. Result ID: 6a3e1deafbc373592c5e9799.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07c4206542251d7cb6d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3e07c4206542251d7cb6d3.md>)

Recorded evaluation configuration: {"Submission Mode":"Short-form","Language":"en-it"}. This record does not assert independent reproduction.

### Contrastive

ST COMET: 74.25. Result ID: 6a3e1deafbc373592c5e979e.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07c4206542251d7cb6d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3e07c4206542251d7cb6d3.md>)

Recorded evaluation configuration: {"Submission Mode":"Long-form","Language":"en-zh"}. This record does not assert independent reproduction.

### Contrastive

ST COMET: 73.26. Result ID: 6a3e1deafbc373592c5e979f.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07c4206542251d7cb6d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3e07c4206542251d7cb6d3.md>)

Recorded evaluation configuration: {"Submission Mode":"Long-form","Language":"score"}. This record does not assert independent reproduction.

### Primary

ST COMET: 72.86. Result ID: 6a3e1deafbc373592c5e9798.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07c4206542251d7cb6d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3e07c4206542251d7cb6d3.md>)

Recorded evaluation configuration: {"Submission Mode":"Short-form","Language":"en-de"}. This record does not assert independent reproduction.

### Contrastive

ST COMET: 70.36. Result ID: 6a3e1deafbc373592c5e979c.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07c4206542251d7cb6d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3e07c4206542251d7cb6d3.md>)

Recorded evaluation configuration: {"Submission Mode":"Long-form","Language":"en-de"}. This record does not assert independent reproduction.

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