Toxicity Classification on Jigsaw (test)
96AccuracyCoGate-LSTM
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| CoGate-LSTMParams (M)=7.3, Latency (ms)=48‡2025.10 | 96 | 88.1 | 87.3 | 95.4 | 89 | 87 | |
| BiLSTM + GloVeParams (M)=6.2, Latency (ms)=122025.10 | 94.7 | 85.8 | 85 | 94.8 | 87 | 84 | |
| XGBoostParams (M)=4.45, Latency (ms)=3.52025.10 | 94.4 | 83.5 | 82.7 | 94.1 | 85 | 82 | |
| BERT (fine-tuned)Params (M)=110.0, Latency (ms)=5202025.10 | 94.1 | 81.2 | 80.4 | 93.6 | 84 | 78 | |
| Logistic RegressionParams (M)=2.21, Latency (ms)=0.82025.10 | 93.6 | 78.9 | 78.1 | 91.7 | 82 | 76 | |
| Linear SVM (SGD)Params (M)=3.31, Latency (ms)=1.22025.10 | 93.2 | 80.1 | 79.3 | 92.3 | 83 | 78 |