# Text Classification on Hausa 50.37% noise (test)

Source: [Text Classification on Hausa 50.37% noise (test)](<https://www.sota2.com/research/sota/text-classification-on-hausa-50-37-percent-noise-test>)

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

Data updated: 2026-02-26T05:27:06.275Z

Evaluation of Text Classification performance on the test split of the Hausa dataset corrupted with 50.37% noise, measured using accuracy.

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 | Text Classification |
| Dataset (including any stated split) | Hausa 50.37% noise (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher 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

- [Accuracy](<https://www.sota2.com/research/sota/text-classification-on-hausa-50-37-percent-noise-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Delora | 60.12 | Not recorded | 68fa7c091e209131cea8c001 |
| NoiseAL | 52.34 | Not recorded | 68fa7c091e209131cea8c001 |
| Clear | 51.66 | Not recorded | 68fa7c091e209131cea8c001 |
| SelfMix | 50.81 | Not recorded | 68fa7c091e209131cea8c001 |
| LAFT | 50.56 | Not recorded | 68fa7c091e209131cea8c001 |
| Base | 49.8 | Not recorded | 68fa7c091e209131cea8c001 |
| Co-Teaching | 46.47 | Not recorded | 68fa7c091e209131cea8c001 |
| SENT | 46.15 | Not recorded | 68fa7c091e209131cea8c001 |

### Delora

Accuracy: 60.12. Result ID: 698b8e667a967eddb76f8e47.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c091e209131cea8c001.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c091e209131cea8c001.md>)

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

### NoiseAL

Accuracy: 52.34. Result ID: 698b8e667a967eddb76f8e46.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c091e209131cea8c001.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77c21e209131cea7525e.md>)

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

### Clear

Accuracy: 51.66. Result ID: 698b8e667a967eddb76f8e45.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c091e209131cea8c001.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75921e209131cea68b8b.md>)

[Implementation](<https://github.com/yeachan-kr/clear>)

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

### SelfMix

Accuracy: 50.81. Result ID: 698b8e667a967eddb76f8e44.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c091e209131cea8c001.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6da01e209131cea3af11.md>)

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

### LAFT

Accuracy: 50.56. Result ID: 698b8e667a967eddb76f8e43.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c091e209131cea8c001.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71141e209131cea4f291.md>)

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

### Base

Accuracy: 49.8. Result ID: 698b8e667a967eddb76f8e40.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c091e209131cea8c001.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75d11e209131cea6a028.md>)

[Implementation](<https://github.com/meta-llama/llama-agentic-system>)

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

### Co-Teaching

Accuracy: 46.47. Result ID: 698b8e667a967eddb76f8e41.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c091e209131cea8c001.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64fe1e209131cea07aa4.md>)

[Implementation](<https://github.com/bhanML/Co-teaching>)

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

### SENT

Accuracy: 46.15. Result ID: 698b8e667a967eddb76f8e42.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c091e209131cea8c001.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e491e209131cea3effe.md>)

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

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