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Benchmarks
Toxic Comment Classification on Jigsaw Toxic Comment Classification
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96
Accuracy
CoGate-LSTM
76.084
81.2545
86.425
91.5955
Oct 19, 2025
Accuracy
Macro F1
Min-class F1
Updated 11d ago
Evaluation Results
Method
Method
Links
Accuracy
Macro F1
Min-class F1
CoGate-LSTM
Family=Ours, Params (M...
2025.10
96
88.1
70
LSTM + weighted loss
Family=Deep
2025.10
95.21
81.1
0
BERT Ensemble (most-conf.)
Family=Deep, Params (M...
2025.10
95.14
84.3
-
BiLSTM + GloVe
Family=Deep, Params (M...
2025.10
94.7
85.8
66
XGBoost
Family=Ensemble, Param...
2025.10
94.37
83.5
26
BERT (fine-tuned)
Family=Deep, Params (M...
2025.10
94.1
81.2
47
Logistic Regression
Family=Classical, Para...
2025.10
93.64
78.9
10
Linear SVM (SGD)
Family=Classical, Para...
2025.10
93.16
80.1
13
Naive Bayes SVM
Family=Classical, Para...
2025.10
87.57
68.3
-
Random Forest
Family=Ensemble
2025.10
76.85
81
-
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