Text Classification on Civil Comments

Metric: Recall (higher is better)

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#	Model↕	Recall▼	Extra Data	Paper	Date↕	Code
1	XLNet	0.9254	No	A benchmark for toxic comment classification on ...	2023-01-26	Code
2	XLM RoBERTa	0.923	No	A benchmark for toxic comment classification on ...	2023-01-26	Code
3	BERTweet	0.9216	No	A benchmark for toxic comment classification on ...	2023-01-26	Code
4	HateBERT	0.9165	No	A benchmark for toxic comment classification on ...	2023-01-26	Code
5	AlBERT	0.9104	No	A benchmark for toxic comment classification on ...	2023-01-26	Code
6	DistilBERT	0.9001	No	A benchmark for toxic comment classification on ...	2023-01-26	Code
7	RoBERTa BCE	0.8891	No	A benchmark for toxic comment classification on ...	2023-01-26	Code
8	RoBERTa Focal Loss	0.8839	No	A benchmark for toxic comment classification on ...	2023-01-26	Code
9	Unfreeze Glove ResNet 56	0.8707	No	A benchmark for toxic comment classification on ...	2023-01-26	Code
10	Compact Convolutional Transformer (CCT)	0.7983	No	A benchmark for toxic comment classification on ...	2023-01-26	Code
11	Unfreeze Glove ResNet 44	0.7759	No	A benchmark for toxic comment classification on ...	2023-01-26	Code
12	Freeze Glove ResNet 44	0.7053	No	A benchmark for toxic comment classification on ...	2023-01-26	Code

#1XLNetSOTA
0.9254
Recall· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset Code
#2XLM RoBERTa
0.923
Recall· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset Code
#3BERTweet
0.9216
Recall· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset Code
#4HateBERT
0.9165
Recall· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset Code
#5AlBERT
0.9104
Recall· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset Code
#6DistilBERT
0.9001
Recall· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset Code
#7RoBERTa BCE
0.8891
Recall· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset Code
#8RoBERTa Focal Loss
0.8839
Recall· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset Code
#9Unfreeze Glove ResNet 56
0.8707
Recall· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset Code
#10Compact Convolutional Transformer (CCT)
0.7983
Recall· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset Code
#11Unfreeze Glove ResNet 44
0.7759
Recall· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset Code
#12Freeze Glove ResNet 44
0.7053
Recall· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset Code