Hate speech classification on ETHOS binary
79.71F1 ScoreBILSTM
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| BILSTMWord Embeddings=static BERT embeddings (BE)2021.06 | 79.71 | 80.15 | 80.37 | 79.76 | 83.03 | |
| LSTMWord Embeddings=static BERT embeddings (BE)2021.06 | 79.08 | 79.36 | 79.38 | 79.37 | 79.49 | |
| BERTType=Fine-tuned2021.06 | 78.83 | 76.64 | 79.17 | 78.43 | 74.31 | |
| BILSTM + AttentionWord Embeddings=static BERT embeddings (BE)2021.06 | 78.52 | 79.16 | 79.67 | 78.58 | 83 | |
| GRUWord Embeddings=static BERT embeddings (BE)2021.06 | 77.91 | 78.36 | 78.59 | 78.18 | 79.47 | |
| CNN + AttentionWord Embeddings=static BERT embeddings (BE)2021.06 | 77.52 | 77.96 | 77.89 | 77.69 | 79.62 | |
| BILSTMWord Embeddings=FastText (FT) + GloVe (GV)2021.06 | 76.85 | 77.45 | 77.99 | 77.1 | 79.66 | |
| BILSTM + AttentionWord Embeddings=FastText (FT)2021.06 | 76.8 | 77.34 | 77.76 | 77 | 79.63 | |
| CNN + LSTMWord Embeddings=static BERT embeddings (BE)2021.06 | 76.04 | 76.66 | 77.2 | 76.18 | 79.43 | |
| CNN + AttentionWord Embeddings=FastText (FT) + GloVe (GV)2021.06 | 74.41 | 75.15 | 74.92 | 74.35 | 80.35 | |
| LSTMWord Embeddings=FastText (FT) + GloVe (GV)2021.06 | 72.85 | 73.43 | 73.37 | 72.97 | 76.44 | |
| CNN + LSTMWord Embeddings=GloVe (GV)2021.06 | 72.13 | 72.94 | 73.47 | 72.4 | 76.65 |