# Speech Recognition on German video dataset (clean)

Source: [Speech Recognition on German video dataset (clean)](<https://www.sota2.com/research/sota/speech-recognition-on-german-video-dataset-clean>)

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

Data updated: 2026-02-26T06:08:24.739Z

Evaluation of Speech Recognition performance on the clean split of the German video dataset, typically measured by Word Error Rate (WER) and Word Error Rate Ratio (WERR).

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 Recognition |
| Dataset (including any stated split) | German video dataset (clean) |
| Metric | WER |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 9 of 9 |
| 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

- [WER](<https://www.sota2.com/research/sota/speech-recognition-on-german-video-dataset-clean.md?metric=WER>): Lower is better; unit: PERCENT.

- [WERR](<https://www.sota2.com/research/sota/speech-recognition-on-german-video-dataset-clean.md?metric=WERR>): Lower is better; unit: SCALAR.

## Recorded results

| Method | WER | Result date | Report paper |
| --- | --- | --- | --- |
| + ce pretrain + ce loss, mid, top | 11.2 | Not recorded | 68fa68bc1e209131cea1de7f |
| + aux loss | 11.3 | Not recorded | 68fa68bc1e209131cea1de7f |
| + aux + kl loss | 11.3 | Not recorded | 68fa68bc1e209131cea1de7f |
| + crosslingual pretrain + aux + kl loss | 11.3 | Not recorded | 68fa68bc1e209131cea1de7f |
| + ce pretrain + ce loss, mid | 11.3 | Not recorded | 68fa68bc1e209131cea1de7f |
| + crosslingual pretrain | 11.4 | Not recorded | 68fa68bc1e209131cea1de7f |
| + kl loss | 11.5 | Not recorded | 68fa68bc1e209131cea1de7f |
| + ce pretrain | 11.5 | Not recorded | 68fa68bc1e209131cea1de7f |
| baseline | 11.6 | Not recorded | 68fa68bc1e209131cea1de7f |

### + ce pretrain + ce loss, mid, top

WER: 11.2. Result ID: 698d81748b517eb43322062c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68bc1e209131cea1de7f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68bc1e209131cea1de7f.md>)

Recorded evaluation configuration: {"lambda\_ce":0.6}. This record does not assert independent reproduction.

### + aux loss

WER: 11.3. Result ID: 698d81748b517eb433220625.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68bc1e209131cea1de7f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68bc1e209131cea1de7f.md>)

Recorded evaluation configuration: {"lambda\_aux":0.3}. This record does not assert independent reproduction.

### + aux + kl loss

WER: 11.3. Result ID: 698d81748b517eb433220627.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68bc1e209131cea1de7f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68bc1e209131cea1de7f.md>)

Recorded evaluation configuration: {"lambda\_aux":0.3}. This record does not assert independent reproduction.

### + crosslingual pretrain + aux + kl loss

WER: 11.3. Result ID: 698d81748b517eb433220629.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68bc1e209131cea1de7f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68bc1e209131cea1de7f.md>)

Recorded evaluation configuration: {"lambda\_aux":0.3}. This record does not assert independent reproduction.

### + ce pretrain + ce loss, mid

WER: 11.3. Result ID: 698d81748b517eb43322062b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68bc1e209131cea1de7f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68bc1e209131cea1de7f.md>)

Recorded evaluation configuration: {"lambda\_ce":0.6}. This record does not assert independent reproduction.

### + crosslingual pretrain

WER: 11.4. Result ID: 698d81748b517eb433220628.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68bc1e209131cea1de7f.md>)

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

### + kl loss

WER: 11.5. Result ID: 698d81748b517eb433220626.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68bc1e209131cea1de7f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68bc1e209131cea1de7f.md>)

Recorded evaluation configuration: {"lambda\_aux":0.3}. This record does not assert independent reproduction.

### + ce pretrain

WER: 11.5. Result ID: 698d81748b517eb43322062a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68bc1e209131cea1de7f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63ea1e209131cea016ab.md>)

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

### baseline

WER: 11.6. Result ID: 698d81748b517eb433220624.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68bc1e209131cea1de7f.md>)

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

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