Toxicity Classification on Toxicity Dataset (test)
96Test AccuracyCoGate-LSTM
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| CoGate-LSTMFamily=Deep2025.10 | 96 | 88.1 | 23.5 | |
| BERT + weighted lossFamily=Deep2025.10 | 95.54 | 81.19 | 18.2 | |
| LSTM + weighted lossFamily=Deep2025.10 | 95.21 | 81.12 | 0 | |
| Ensemble (most-conf.)Family=Deep2025.10 | 95.14 | 84.28 | — | |
| XGBoostFamily=Ensemble2025.10 | 94.37 | 83.5 | — | |
| Logistic RegressionFamily=Classical2025.10 | 93.64 | 78.9 | — | |
| Linear SVM (SGD)Family=Classical2025.10 | 93.16 | 80.1 | — | |
| Naive Bayes SVMFamily=Baseline2025.10 | 87.57 | 68.33 | — | |
| Random ForestFamily=Ensemble2025.10 | 76.85 | 81.04 | — |