# Hate Speech Detection on GHC Out-of-Distribution

Source: [Hate Speech Detection on GHC Out-of-Distribution](<https://www.sota2.com/research/sota/hate-speech-detection-on-ghc-out-of-distribution>)

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

Data updated: 2026-02-26T05:28:36.236Z

Evaluation of Hate Speech Detection performance on the GHC Out-of-Distribution dataset, measured by 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 | Hate Speech Detection |
| Dataset (including any stated split) | GHC Out-of-Distribution |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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/hate-speech-detection-on-ghc-out-of-distribution.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| XMD (BigBird-Base) | 67.9 | Not recorded | 68fa6dc31e209131cea3bee6 |
| XMD (BigBird-Base) | 66.5 | Not recorded | 68fa6dc31e209131cea3bee6 |
| BigBird-Base | 64.5 | Not recorded | 68fa6dc31e209131cea3bee6 |
| XMD (BigBird-Base) | 64.2 | Not recorded | 68fa6dc31e209131cea3bee6 |
| XMD (BigBird-Base) | 63.8 | Not recorded | 68fa6dc31e209131cea3bee6 |
| XMD (BigBird-Base) | 62.3 | Not recorded | 68fa6dc31e209131cea3bee6 |
| XMD (BigBird-Base) | 59.3 | Not recorded | 68fa6dc31e209131cea3bee6 |

### XMD (BigBird-Base)

Accuracy: 67.9. Result ID: 698fe6503a6c314849fcaa17.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dc31e209131cea3bee6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dc31e209131cea3bee6.md>)

[Implementation](<http://inklab.usc.edu/xmd/>)

Recorded evaluation configuration: {"Regularize":"Incorrect","ER Loss":"MSE"}. This record does not assert independent reproduction.

### XMD (BigBird-Base)

Accuracy: 66.5. Result ID: 698fe6503a6c314849fcaa1a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dc31e209131cea3bee6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dc31e209131cea3bee6.md>)

[Implementation](<http://inklab.usc.edu/xmd/>)

Recorded evaluation configuration: {"Regularize":"ALL","ER Loss":"MAE"}. This record does not assert independent reproduction.

### BigBird-Base

Accuracy: 64.5. Result ID: 698fe6503a6c314849fcaa14.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dc31e209131cea3bee6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa690b1e209131cea1faf6.md>)

[Implementation](<http://goo.gle/bigbird-transformer>)

Recorded evaluation configuration: {"Regularize":"None","ER Loss":"None"}. This record does not assert independent reproduction.

### XMD (BigBird-Base)

Accuracy: 64.2. Result ID: 698fe6503a6c314849fcaa18.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dc31e209131cea3bee6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dc31e209131cea3bee6.md>)

[Implementation](<http://inklab.usc.edu/xmd/>)

Recorded evaluation configuration: {"Regularize":"Incorrect","ER Loss":"MAE"}. This record does not assert independent reproduction.

### XMD (BigBird-Base)

Accuracy: 63.8. Result ID: 698fe6503a6c314849fcaa19.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dc31e209131cea3bee6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dc31e209131cea3bee6.md>)

[Implementation](<http://inklab.usc.edu/xmd/>)

Recorded evaluation configuration: {"Regularize":"ALL","ER Loss":"MSE"}. This record does not assert independent reproduction.

### XMD (BigBird-Base)

Accuracy: 62.3. Result ID: 698fe6503a6c314849fcaa15.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dc31e209131cea3bee6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dc31e209131cea3bee6.md>)

[Implementation](<http://inklab.usc.edu/xmd/>)

Recorded evaluation configuration: {"Regularize":"Correct","ER Loss":"MSE"}. This record does not assert independent reproduction.

### XMD (BigBird-Base)

Accuracy: 59.3. Result ID: 698fe6503a6c314849fcaa16.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dc31e209131cea3bee6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dc31e209131cea3bee6.md>)

[Implementation](<http://inklab.usc.edu/xmd/>)

Recorded evaluation configuration: {"Regularize":"Correct","ER Loss":"MAE"}. This record does not assert independent reproduction.

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