# ASR Reliability Selection on CSLU English (Read Material)

Source: [ASR Reliability Selection on CSLU English (Read Material)](<https://www.sota2.com/research/sota/asr-reliability-selection-on-cslu-english-read-material>)

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

Data updated: 2026-04-23T06:16:46.300Z

Evaluation of Automatic Speech Recognition (ASR) reliability selection performance on the CSLU English (Read Material) dataset, typically measured using Precision (P), Recall (R), F1 score, and Matthews Correlation Coefficient (MCC).

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 | ASR reliability selection |
| Dataset (including any stated split) | CSLU English (Read Material) |
| Metric | Precision |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

- [Precision](<https://www.sota2.com/research/sota/asr-reliability-selection-on-cslu-english-read-material.md?metric=Precision>): Higher is better; unit: PERCENT.

- [Recall](<https://www.sota2.com/research/sota/asr-reliability-selection-on-cslu-english-read-material.md?metric=Recall>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/asr-reliability-selection-on-cslu-english-read-material.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

- [MCC](<https://www.sota2.com/research/sota/asr-reliability-selection-on-cslu-english-read-material.md?metric=MCC>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Precision | Result date | Report paper |
| --- | --- | --- | --- |
| Agreement Whisper-V2 and Whisper-FT | 98.4 | Not recorded | 69e9a76455a3c32af89f6ec2 |
| Whisper-FT | 98.2 | Not recorded | 69e9a76455a3c32af89f6ec2 |
| Whisper-V2 | 97.8 | Not recorded | 69e9a76455a3c32af89f6ec2 |

### Agreement Whisper-V2 and Whisper-FT

Precision: 98.4. Result ID: 69e9b8e947f34ce924d03993.

[Reporting paper](<https://www.sota2.com/research/paper/69e9a76455a3c32af89f6ec2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e9a76455a3c32af89f6ec2.md>)

Recorded evaluation configuration: {"Selection Logic":"\[prompt\]"}. This record does not assert independent reproduction.

### Whisper-FT

Precision: 98.2. Result ID: 69e9b8e947f34ce924d03992.

[Reporting paper](<https://www.sota2.com/research/paper/69e9a76455a3c32af89f6ec2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e9a76455a3c32af89f6ec2.md>)

Recorded evaluation configuration: {"Selection Logic":"\[prompt\]"}. This record does not assert independent reproduction.

### Whisper-V2

Precision: 97.8. Result ID: 69e9b8e947f34ce924d03991.

[Reporting paper](<https://www.sota2.com/research/paper/69e9a76455a3c32af89f6ec2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e9a76455a3c32af89f6ec2.md>)

Recorded evaluation configuration: {"Selection Logic":"\[prompt\]"}. This record does not assert independent reproduction.

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