# Language Modeling on English STT (test)

Source: [Language Modeling on English STT (test)](<https://www.sota2.com/research/sota/language-modeling-on-english-stt-test>)

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

Data updated: 2026-02-26T06:08:26.156Z

Evaluation of Language Modeling performance on the test split of the English Speech-to-Text (STT) dataset, measured by metrics like Relative P95 RTF reduction.

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 | Language Modeling |
| Dataset (including any stated split) | English STT (test) |
| Metric | WER |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 8 of 8 |
| 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/language-modeling-on-english-stt-test.md?metric=WER>): Lower is better; unit: PERCENT.

- [Relative P95 RTF Reduction](<https://www.sota2.com/research/sota/language-modeling-on-english-stt-test.md?metric=Relative%20P95%20RTF%20Reduction>): Higher is better; unit: SCALAR.

## Recorded results

| Method | WER | Result date | Report paper |
| --- | --- | --- | --- |
| AA Transf. | 3.56 | Not recorded | 68fa6f511e209131cea44fbc |
| AA M-FOFE | 3.56 | Not recorded | 68fa6f511e209131cea44fbc |
| AD FOFE | 3.62 | Not recorded | 68fa6f511e209131cea44fbc |
| AS FOFE | 3.68 | Not recorded | 68fa6f511e209131cea44fbc |
| AA FOFE | 3.68 | Not recorded | 68fa6f511e209131cea44fbc |

### AA Transf.

WER: 3.56. Result ID: 6990b74e3a6c31484902b205.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f511e209131cea44fbc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa703d1e209131cea49db1.md>)

[Implementation](<https://github.com/tensorflow/tensor2tensor>)

Recorded evaluation configuration: {"Application Strategy":"Application-Agnostic","Model Architecture":"Transformer","Number of Parameters":"27M"}. This record does not assert independent reproduction.

### AA M-FOFE

WER: 3.56. Result ID: 6990b74e3a6c31484902b206.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f511e209131cea44fbc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f511e209131cea44fbc.md>)

Recorded evaluation configuration: {"Application Strategy":"Application-Agnostic","Model Architecture":"Mixture FOFE","Number of Parameters":"37M"}. This record does not assert independent reproduction.

### AD FOFE

WER: 3.62. Result ID: 6990b74e3a6c31484902b207.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f511e209131cea44fbc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f511e209131cea44fbc.md>)

Recorded evaluation configuration: {"Application Strategy":"Application-Dependent","Model Architecture":"FOFE","Number of Parameters":"31M"}. This record does not assert independent reproduction.

### AS FOFE

WER: 3.68. Result ID: 6990b74e3a6c31484902b203.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f511e209131cea44fbc.md>)

Recorded evaluation configuration: {"Application Strategy":"Application-Specific","Model Architecture":"FOFE","Number of Parameters":"58M"}. This record does not assert independent reproduction.

### AA FOFE

WER: 3.68. Result ID: 6990b74e3a6c31484902b204.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f511e209131cea44fbc.md>)

Recorded evaluation configuration: {"Application Strategy":"Application-Agnostic","Model Architecture":"FOFE","Number of Parameters":"29M"}. This record does not assert independent reproduction.

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