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Toxicity Classification on Toxicity Dataset (test)
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96
Test Accuracy
CoGate-LSTM
76.084
81.2545
86.425
91.5955
Oct 19, 2025
Test Accuracy
Macro F1
Minimum F1
Updated 11d ago
Evaluation Results
Method
Method
Links
Test Accuracy
Macro F1
Minimum F1
CoGate-LSTM
Family=Deep
2025.10
96
88.1
23.5
BERT + weighted loss
Family=Deep
2025.10
95.54
81.19
18.2
LSTM + weighted loss
Family=Deep
2025.10
95.21
81.12
0
Ensemble (most-conf.)
Family=Deep
2025.10
95.14
84.28
-
XGBoost
Family=Ensemble
2025.10
94.37
83.5
-
Logistic Regression
Family=Classical
2025.10
93.64
78.9
-
Linear SVM (SGD)
Family=Classical
2025.10
93.16
80.1
-
Naive Bayes SVM
Family=Baseline
2025.10
87.57
68.33
-
Random Forest
Family=Ensemble
2025.10
76.85
81.04
-
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