# Automatic Subtitling on Overall Average (MSTCIN, ECSC, EPI) (test)

Source: [Automatic Subtitling on Overall Average (MSTCIN, ECSC, EPI) (test)](<https://www.sota2.com/research/sota/automatic-subtitling-on-overall-average-mstcin-ecsc-epi-test>)

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

Data updated: 2026-02-26T06:04:53.610Z

Evaluation of Automatic Subtitling performance aggregated across the test splits of the MSTCIN, ECSC, and EPI datasets.

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 | Automatic Subtitling |
| Dataset (including any stated split) | Overall Average across MSTCIN, ECSC, and EPI (test) |
| Metric | Subtitling Error Rate (AVG) |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 6 of 6 |
| 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

- [Subtitling Error Rate (AVG)](<https://www.sota2.com/research/sota/automatic-subtitling-on-overall-average-mstcin-ecsc-epi-test.md?metric=Subtitling%20Error%20Rate%20(AVG)>): Lower is better; unit: PERCENT.

- [SubSONAR (AVG)](<https://www.sota2.com/research/sota/automatic-subtitling-on-overall-average-mstcin-ecsc-epi-test.md?metric=SubSONAR%20(AVG)>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Subtitling Error Rate (AVG) | Result date | Report paper |
| --- | --- | --- | --- |
| Proposed (DTW + Joint) | 59.2 | Not recorded | 68fa73491e209131cea5b8d2 |
| Proposed (SBAAM + Joint) | 59.2 | Not recorded | 68fa73491e209131cea5b8d2 |
| Proposed (LEV + Joint) | 59.5 | Not recorded | 68fa73491e209131cea5b8d2 |
| Proposed (LEV) | 60.8 | Not recorded | 68fa73491e209131cea5b8d2 |
| Best Production | 61.4 | Not recorded | 68fa73491e209131cea5b8d2 |
| Papi et al. (2023a) | 62 | Not recorded | 68fa73491e209131cea5b8d2 |

### Proposed (DTW + Joint)

Subtitling Error Rate (AVG): 59.2. Result ID: 6992b68c3a6c31484910f083.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73491e209131cea5b8d2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73491e209131cea5b8d2.md>)

[Implementation](<https://github.com/hlt-mt/FBK-fairseq/>)

Recorded evaluation configuration: {"align":"DTW","joint":true}. This record does not assert independent reproduction.

### Proposed (SBAAM + Joint)

Subtitling Error Rate (AVG): 59.2. Result ID: 6992b68c3a6c31484910f084.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73491e209131cea5b8d2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73491e209131cea5b8d2.md>)

[Implementation](<https://github.com/hlt-mt/FBK-fairseq/>)

Recorded evaluation configuration: {"align":"SBAAM","joint":true}. This record does not assert independent reproduction.

### Proposed (LEV + Joint)

Subtitling Error Rate (AVG): 59.5. Result ID: 6992b68c3a6c31484910f082.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73491e209131cea5b8d2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73491e209131cea5b8d2.md>)

[Implementation](<https://github.com/hlt-mt/FBK-fairseq/>)

Recorded evaluation configuration: {"align":"LEV","joint":true}. This record does not assert independent reproduction.

### Proposed (LEV)

Subtitling Error Rate (AVG): 60.8. Result ID: 6992b68c3a6c31484910f081.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73491e209131cea5b8d2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73491e209131cea5b8d2.md>)

[Implementation](<https://github.com/hlt-mt/FBK-fairseq/>)

Recorded evaluation configuration: {"align":"LEV","joint":false}. This record does not assert independent reproduction.

### Best Production

Subtitling Error Rate (AVG): 61.4. Result ID: 6992b68c3a6c31484910f080.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73491e209131cea5b8d2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70271e209131cea496de.md>)

Recorded evaluation configuration: {"align":"na","joint":"na"}. This record does not assert independent reproduction.

### Papi et al. (2023a)

Subtitling Error Rate (AVG): 62. Result ID: 6992b68c3a6c31484910f07f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73491e209131cea5b8d2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70271e209131cea496de.md>)

Recorded evaluation configuration: {"align":"LEV","joint":false}. This record does not assert independent reproduction.

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