Text Classification on Civil Comments

Metric: Precision (higher is better)

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#	Model↕	Precision▼	Extra Data	Paper	Date↕	Code
1	Unfreeze Glove ResNet 44	0.4835	No	A benchmark for toxic comment classification on ...	2023-01-26	Code
2	Freeze Glove ResNet 44	0.4631	No	A benchmark for toxic comment classification on ...	2023-01-26	Code
3	RoBERTa Focal Loss	0.4017	No	A benchmark for toxic comment classification on ...	2023-01-26	Code
4	RoBERTa BCE	0.3836	No	A benchmark for toxic comment classification on ...	2023-01-26	Code
5	DistilBERT	0.3572	No	A benchmark for toxic comment classification on ...	2023-01-26	Code
6	BiLSTM	0.3572	No	A benchmark for toxic comment classification on ...	2023-01-26	Code
7	Compact Convolutional Transformer (CCT)	0.3507	No	A benchmark for toxic comment classification on ...	2023-01-26	Code
8	BERTweet	0.3363	No	A benchmark for toxic comment classification on ...	2023-01-26	Code
9	HateBERT	0.3297	No	A benchmark for toxic comment classification on ...	2023-01-26	Code
10	AlBERT	0.3247	No	A benchmark for toxic comment classification on ...	2023-01-26	Code
11	XLM RoBERTa	0.3135	No	A benchmark for toxic comment classification on ...	2023-01-26	Code
12	XLNet	0.3045	No	A benchmark for toxic comment classification on ...	2023-01-26	Code

#1Unfreeze Glove ResNet 44SOTA
0.4835
Precision· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset Code
#2Freeze Glove ResNet 44
0.4631
Precision· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset Code
#3RoBERTa Focal Loss
0.4017
Precision· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset Code
#4RoBERTa BCE
0.3836
Precision· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset Code
#5DistilBERT
0.3572
Precision· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset Code
#6BiLSTM
0.3572
Precision· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset Code
#7Compact Convolutional Transformer (CCT)
0.3507
Precision· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset Code
#8BERTweet
0.3363
Precision· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset Code
#9HateBERT
0.3297
Precision· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset Code
#10AlBERT
0.3247
Precision· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset Code
#11XLM RoBERTa
0.3135
Precision· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset Code
#12XLNet
0.3045
Precision· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset Code