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الرئيسية
SOTA
Toxic Comment Classification
Toxic Comment Classification On Civil
Toxic Comment Classification On Civil
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AUROC
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نتائج أداء النماذج المختلفة على هذا المعيار القياسي
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اسم النموذج
AUROC
Paper Title
Repository
LightGBM + RoBERTa embedding
0.865
PyTorch Frame: A Modular Framework for Multi-Modal Tabular Learning
BiLSTM
-
A benchmark for toxic comment classification on Civil Comments dataset
Unfreeze Glove ResNet 44
0.966
A benchmark for toxic comment classification on Civil Comments dataset
Compact Convolutional Transformer (CCT)
0.9526
A benchmark for toxic comment classification on Civil Comments dataset
BiGRU
-
A benchmark for toxic comment classification on Civil Comments dataset
Freeze Glove ResNet 44
-
A benchmark for toxic comment classification on Civil Comments dataset
BERTweet
0.979
A benchmark for toxic comment classification on Civil Comments dataset
XLNet
-
A benchmark for toxic comment classification on Civil Comments dataset
ResNet + RoBERTa embedding
0.882
PyTorch Frame: A Modular Framework for Multi-Modal Tabular Learning
Trompt + OpenAI embedding
0.947
PyTorch Frame: A Modular Framework for Multi-Modal Tabular Learning
XLM RoBERTa
-
A benchmark for toxic comment classification on Civil Comments dataset
DistilBERT
0.9804
A benchmark for toxic comment classification on Civil Comments dataset
PaLM 2 (zero-shot)
0.7596
PaLM 2 Technical Report
ResNet + RoBERTa finetune
0.97
PyTorch Frame: A Modular Framework for Multi-Modal Tabular Learning
RoBERTa Focal Loss
0.9818
A benchmark for toxic comment classification on Civil Comments dataset
RoBERTa BCE
0.9813
A benchmark for toxic comment classification on Civil Comments dataset
PaLM 2 (few-shot, k=10)
0.8535
PaLM 2 Technical Report
Unfreeze Glove ResNet 56
0.9639
A benchmark for toxic comment classification on Civil Comments dataset
HateBERT
0.9791
A benchmark for toxic comment classification on Civil Comments dataset
ResNet + OpenAI embedding
0.945
PyTorch Frame: A Modular Framework for Multi-Modal Tabular Learning
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