# Automatic Speech Recognition on CHiME-4 clean (et)

Source: [Automatic Speech Recognition on CHiME-4 clean (et)](<https://www.sota2.com/research/sota/automatic-speech-recognition-on-chime-4-clean-et>)

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

Data updated: 2026-02-26T06:08:31.847Z

Evaluation of Automatic Speech Recognition performance on the clean (et) split of the CHiME-4 dataset, typically measured using Word Error Rate (WER).

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 Speech Recognition |
| Dataset (including any stated split) | CHiME-4 clean (et) |
| Metric | WER |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 14 of 14 |
| 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/automatic-speech-recognition-on-chime-4-clean-et.md?metric=WER>): Lower is better; unit: PERCENT.

## Recorded results

| Method | WER | Result date | Report paper |
| --- | --- | --- | --- |
| WavLM (Weighted-sum) | 1.5 | Not recorded | 6984246ba8b01e76cc8ee973 |
| W2W-E (Conv-TasNet) | 1.5 | Not recorded | 6984246ba8b01e76cc8ee973 |
| W2W-E (TF-GridNet) | 1.5 | Not recorded | 6984246ba8b01e76cc8ee973 |
| W2W-E (TF-GridNet) | 3.2 | Not recorded | 6984246ba8b01e76cc8ee973 |
| V2T-E (E-Branchformer) | 3.3 | Not recorded | 6984246ba8b01e76cc8ee973 |
| WavLM | 3.4 | Not recorded | 6984246ba8b01e76cc8ee973 |
| W2W-E (Conv-TasNet) | 3.4 | Not recorded | 6984246ba8b01e76cc8ee973 |
| W2T-E | 3.4 | Not recorded | 6984246ba8b01e76cc8ee973 |
| T2T-E | 3.5 | Not recorded | 6984246ba8b01e76cc8ee973 |
| V2T-E (MLP) | 3.5 | Not recorded | 6984246ba8b01e76cc8ee973 |
| V2T-E (TCN) | 3.6 | Not recorded | 6984246ba8b01e76cc8ee973 |
| W2T-E | 4.6 | Not recorded | 6984246ba8b01e76cc8ee973 |
| WavLM | 5.1 | Not recorded | 6984246ba8b01e76cc8ee973 |
| FBANK | 7.4 | Not recorded | 6984246ba8b01e76cc8ee973 |

### WavLM (Weighted-sum)

WER: 1.5. Result ID: 6999fe4a5698665ec4801f6d.

[Reporting paper](<https://www.sota2.com/research/paper/6984246ba8b01e76cc8ee973.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dfa1e209131cea3d210.md>)

[Implementation](<https://aka.ms/wavlm>)

Recorded evaluation configuration: {"System":"WavLM (Weighted-sum)","Backend Architecture":"Continuous ASR (AED)"}. This record does not assert independent reproduction.

### W2W-E (Conv-TasNet)

WER: 1.5. Result ID: 6999fe4a5698665ec4801f6e.

[Reporting paper](<https://www.sota2.com/research/paper/6984246ba8b01e76cc8ee973.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65bc1e209131cea0c05a.md>)

[Implementation](<https://github.com/naplab/Conv-TasNet>)

Recorded evaluation configuration: {"System":"+ W2W-E (Conv-TasNet)","Backend Architecture":"Continuous ASR (AED)"}. This record does not assert independent reproduction.

### W2W-E (TF-GridNet)

WER: 1.5. Result ID: 6999fe4a5698665ec4801f6f.

[Reporting paper](<https://www.sota2.com/research/paper/6984246ba8b01e76cc8ee973.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70361e209131cea49961.md>)

Recorded evaluation configuration: {"System":"+ W2W-E (TF-GridNet)","Backend Architecture":"Continuous ASR (AED)"}. This record does not assert independent reproduction.

### W2W-E (TF-GridNet)

WER: 3.2. Result ID: 6999fe4a5698665ec4801f72.

[Reporting paper](<https://www.sota2.com/research/paper/6984246ba8b01e76cc8ee973.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70361e209131cea49961.md>)

Recorded evaluation configuration: {"System":"+ W2W-E (TF-GridNet)","Backend Architecture":"Token ASR (AED)"}. This record does not assert independent reproduction.

### V2T-E (E-Branchformer)

WER: 3.3. Result ID: 6999fe4a5698665ec4801f76.

[Reporting paper](<https://www.sota2.com/research/paper/6984246ba8b01e76cc8ee973.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6984246ba8b01e76cc8ee973.md>)

Recorded evaluation configuration: {"System":"+ V2T-E (E-Branchformer)","Backend Architecture":"Token ASR (AED)"}. This record does not assert independent reproduction.

### WavLM

WER: 3.4. Result ID: 6999fe4a5698665ec4801f70.

[Reporting paper](<https://www.sota2.com/research/paper/6984246ba8b01e76cc8ee973.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dfa1e209131cea3d210.md>)

[Implementation](<https://aka.ms/wavlm>)

Recorded evaluation configuration: {"System":"WavLM","Backend Architecture":"Token ASR (AED)"}. This record does not assert independent reproduction.

### W2W-E (Conv-TasNet)

WER: 3.4. Result ID: 6999fe4a5698665ec4801f71.

[Reporting paper](<https://www.sota2.com/research/paper/6984246ba8b01e76cc8ee973.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65bc1e209131cea0c05a.md>)

[Implementation](<https://github.com/naplab/Conv-TasNet>)

Recorded evaluation configuration: {"System":"+ W2W-E (Conv-TasNet)","Backend Architecture":"Token ASR (AED)"}. This record does not assert independent reproduction.

### W2T-E

WER: 3.4. Result ID: 6999fe4a5698665ec4801f77.

[Reporting paper](<https://www.sota2.com/research/paper/6984246ba8b01e76cc8ee973.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6984246ba8b01e76cc8ee973.md>)

Recorded evaluation configuration: {"System":"+ W2T-E","Backend Architecture":"Token ASR (AED)"}. This record does not assert independent reproduction.

### T2T-E

WER: 3.5. Result ID: 6999fe4a5698665ec4801f73.

[Reporting paper](<https://www.sota2.com/research/paper/6984246ba8b01e76cc8ee973.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6984246ba8b01e76cc8ee973.md>)

Recorded evaluation configuration: {"System":"+ T2T-E","Backend Architecture":"Token ASR (AED)"}. This record does not assert independent reproduction.

### V2T-E (MLP)

WER: 3.5. Result ID: 6999fe4a5698665ec4801f74.

[Reporting paper](<https://www.sota2.com/research/paper/6984246ba8b01e76cc8ee973.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6984246ba8b01e76cc8ee973.md>)

Recorded evaluation configuration: {"System":"+ V2T-E (MLP)","Backend Architecture":"Token ASR (AED)"}. This record does not assert independent reproduction.

### V2T-E (TCN)

WER: 3.6. Result ID: 6999fe4a5698665ec4801f75.

[Reporting paper](<https://www.sota2.com/research/paper/6984246ba8b01e76cc8ee973.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6984246ba8b01e76cc8ee973.md>)

Recorded evaluation configuration: {"System":"+ V2T-E (TCN)","Backend Architecture":"Token ASR (AED)"}. This record does not assert independent reproduction.

### W2T-E

WER: 4.6. Result ID: 6999fe4a5698665ec4801f79.

[Reporting paper](<https://www.sota2.com/research/paper/6984246ba8b01e76cc8ee973.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6984246ba8b01e76cc8ee973.md>)

Recorded evaluation configuration: {"System":"+ W2T-E","Backend Architecture":"Token ASR (CTC-only)"}. This record does not assert independent reproduction.

### WavLM

WER: 5.1. Result ID: 6999fe4a5698665ec4801f78.

[Reporting paper](<https://www.sota2.com/research/paper/6984246ba8b01e76cc8ee973.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dfa1e209131cea3d210.md>)

[Implementation](<https://aka.ms/wavlm>)

Recorded evaluation configuration: {"System":"WavLM","Backend Architecture":"Token ASR (CTC-only)"}. This record does not assert independent reproduction.

### FBANK

WER: 7.4. Result ID: 6999fe4a5698665ec4801f6c.

[Reporting paper](<https://www.sota2.com/research/paper/6984246ba8b01e76cc8ee973.md>)

Recorded evaluation configuration: {"System":"FBANK","Backend Architecture":"Continuous ASR (AED)"}. This record does not assert independent reproduction.

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