Text Classification on Civil Comments

Metric: Micro F1 (higher is better)

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#	Model↕	Micro F1▼	Extra Data	Paper	Date↕	Code
1	Unfreeze Glove ResNet 44	0.5958	No	A benchmark for toxic comment classification on ...	2023-01-26	Code
2	Freeze Glove ResNet 44	0.5591	No	A benchmark for toxic comment classification on ...	2023-01-26	Code
3	RoBERTa Focal Loss	0.5524	No	A benchmark for toxic comment classification on ...	2023-01-26	Code
4	RoBERTa BCE	0.5359	No	A benchmark for toxic comment classification on ...	2023-01-26	Code
5	DistilBERT	0.5115	No	A benchmark for toxic comment classification on ...	2023-01-26	Code
6	BiLSTM	0.5115	No	A benchmark for toxic comment classification on ...	2023-01-26	Code
7	BERTweet	0.4928	No	A benchmark for toxic comment classification on ...	2023-01-26	Code
8	Compact Convolutional Transformer (CCT)	0.4874	No	A benchmark for toxic comment classification on ...	2023-01-26	Code
9	AlBERT	0.4845	No	A benchmark for toxic comment classification on ...	2023-01-26	Code
10	HateBERT	0.4844	No	A benchmark for toxic comment classification on ...	2023-01-26	Code
11	XLM RoBERTa	0.468	No	A benchmark for toxic comment classification on ...	2023-01-26	Code
12	XLNet	0.4586	No	A benchmark for toxic comment classification on ...	2023-01-26	Code

#1Unfreeze Glove ResNet 44SOTA
0.5958
Micro F1· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset Code
#2Freeze Glove ResNet 44
0.5591
Micro F1· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset Code
#3RoBERTa Focal Loss
0.5524
Micro F1· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset Code
#4RoBERTa BCE
0.5359
Micro F1· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset Code
#5DistilBERT
0.5115
Micro F1· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset Code
#6BiLSTM
0.5115
Micro F1· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset Code
#7BERTweet
0.4928
Micro F1· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset Code
#8Compact Convolutional Transformer (CCT)
0.4874
Micro F1· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset Code
#9AlBERT
0.4845
Micro F1· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset Code
#10HateBERT
0.4844
Micro F1· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset Code
#11XLM RoBERTa
0.468
Micro F1· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset Code
#12XLNet
0.4586
Micro F1· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset Code