# Hate Speech Detection on Hate Speech Detection Dataset

Source: [Hate Speech Detection on Hate Speech Detection Dataset](<https://www.sota2.com/research/sota/hate-speech-detection-on-hate-speech-detection-dataset>)

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

Data updated: 2026-02-26T05:58:45.913Z

Evaluation of Hate Speech Detection performance using Precision, Recall, F1-Score, Loss, and Accuracy on the Hate Speech Detection Dataset.

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) | Hate Speech Detection Dataset |
| Metric | Precision |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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/hate-speech-detection-on-hate-speech-detection-dataset.md?metric=Precision>): Higher is better; unit: PERCENT.

- [Recall](<https://www.sota2.com/research/sota/hate-speech-detection-on-hate-speech-detection-dataset.md?metric=Recall>): Higher is better; unit: PERCENT.

- [F1-Score](<https://www.sota2.com/research/sota/hate-speech-detection-on-hate-speech-detection-dataset.md?metric=F1-Score>): Higher is better; unit: PERCENT.

- [Loss](<https://www.sota2.com/research/sota/hate-speech-detection-on-hate-speech-detection-dataset.md?metric=Loss>): Lower is better; unit: SCALAR.

- [Accuracy](<https://www.sota2.com/research/sota/hate-speech-detection-on-hate-speech-detection-dataset.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Precision | Result date | Report paper |
| --- | --- | --- | --- |
| DISTILBERT+CNN | 79 | Not recorded | 699e81e86017c4460ffacd42 |
| DISTILBERT+BI-LSTM | 78 | Not recorded | 699e81e86017c4460ffacd42 |
| BERT | 77 | Not recorded | 699e81e86017c4460ffacd42 |
| DistilBERT | 77 | Not recorded | 699e81e86017c4460ffacd42 |
| BERT+BI-LSTM | 77 | Not recorded | 699e81e86017c4460ffacd42 |
| CNN | 76 | Not recorded | 699e81e86017c4460ffacd42 |
| BERT+CNN | 76 | Not recorded | 699e81e86017c4460ffacd42 |
| UPDATED BERT+CNN | 76 | Not recorded | 699e81e86017c4460ffacd42 |
| Bi-LSTM | 74 | Not recorded | 699e81e86017c4460ffacd42 |
| LSTM | 26 | Not recorded | 699e81e86017c4460ffacd42 |

### DISTILBERT+CNN

Precision: 79. Result ID: 699eb2215698665ec47fe91e.

[Reporting paper](<https://www.sota2.com/research/paper/699e81e86017c4460ffacd42.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699e81e86017c4460ffacd42.md>)

Recorded evaluation configuration: {"Epochs":3}. This record does not assert independent reproduction.

### DISTILBERT+BI-LSTM

Precision: 78. Result ID: 699eb2215698665ec47fe920.

[Reporting paper](<https://www.sota2.com/research/paper/699e81e86017c4460ffacd42.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699e81e86017c4460ffacd42.md>)

Recorded evaluation configuration: {"Epochs":3}. This record does not assert independent reproduction.

### BERT

Precision: 77. Result ID: 699eb2215698665ec47fe91a.

[Reporting paper](<https://www.sota2.com/research/paper/699e81e86017c4460ffacd42.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65c31e209131cea0c4ed.md>)

[Implementation](<https://github.com/google-research/bert>)

Recorded evaluation configuration: {"Epochs":3}. This record does not assert independent reproduction.

### DistilBERT

Precision: 77. Result ID: 699eb2215698665ec47fe91b.

[Reporting paper](<https://www.sota2.com/research/paper/699e81e86017c4460ffacd42.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67221e209131cea14884.md>)

[Implementation](<https://github.com/huggingface/transformers>)

Recorded evaluation configuration: {"Epochs":3}. This record does not assert independent reproduction.

### BERT+BI-LSTM

Precision: 77. Result ID: 699eb2215698665ec47fe91f.

[Reporting paper](<https://www.sota2.com/research/paper/699e81e86017c4460ffacd42.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699e81e86017c4460ffacd42.md>)

Recorded evaluation configuration: {"Epochs":3}. This record does not assert independent reproduction.

### CNN

Precision: 76. Result ID: 699eb2215698665ec47fe917.

[Reporting paper](<https://www.sota2.com/research/paper/699e81e86017c4460ffacd42.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa617c1e209131ce9f4631.md>)

[Implementation](<https://code.google.com/p/word2vec/>)

Recorded evaluation configuration: {"Epochs":3}. This record does not assert independent reproduction.

### BERT+CNN

Precision: 76. Result ID: 699eb2215698665ec47fe91c.

[Reporting paper](<https://www.sota2.com/research/paper/699e81e86017c4460ffacd42.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699e81e86017c4460ffacd42.md>)

Recorded evaluation configuration: {"Epochs":3}. This record does not assert independent reproduction.

### UPDATED BERT+CNN

Precision: 76. Result ID: 699eb2215698665ec47fe91d.

[Reporting paper](<https://www.sota2.com/research/paper/699e81e86017c4460ffacd42.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699e81e86017c4460ffacd42.md>)

Recorded evaluation configuration: {"Epochs":3}. This record does not assert independent reproduction.

### Bi-LSTM

Precision: 74. Result ID: 699eb2215698665ec47fe919.

[Reporting paper](<https://www.sota2.com/research/paper/699e81e86017c4460ffacd42.md>)

Recorded evaluation configuration: {"Epochs":3}. This record does not assert independent reproduction.

### LSTM

Precision: 26. Result ID: 699eb2215698665ec47fe918.

[Reporting paper](<https://www.sota2.com/research/paper/699e81e86017c4460ffacd42.md>)

Recorded evaluation configuration: {"Epochs":3}. This record does not assert independent reproduction.

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