Text Classification on Civil Comments

Metric: Macro F1 (higher is better)

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#	Model↕	Macro F1▼	Extra Data	Paper	Date↕	Code
1	RoBERTa BCE	0.4749	No	A benchmark for toxic comment classification on ...	2023-01-26	Code
2	RoBERTa Focal Loss	0.4648	No	A benchmark for toxic comment classification on ...	2023-01-26	Code
3	Unfreeze Glove ResNet 44	0.4648	No	A benchmark for toxic comment classification on ...	2023-01-26	Code
4	Freeze Glove ResNet 44	0.4189	No	A benchmark for toxic comment classification on ...	2023-01-26	Code
5	DistilBERT	0.3879	No	A benchmark for toxic comment classification on ...	2023-01-26	Code
6	Unfreeze Glove ResNet 56	0.3778	No	A benchmark for toxic comment classification on ...	2023-01-26	Code
7	HateBERT	0.3679	No	A benchmark for toxic comment classification on ...	2023-01-26	Code
8	BERTweet	0.3612	No	A benchmark for toxic comment classification on ...	2023-01-26	Code
9	AlBERT	0.3541	No	A benchmark for toxic comment classification on ...	2023-01-26	Code
10	Compact Convolutional Transformer (CCT)	0.3428	No	A benchmark for toxic comment classification on ...	2023-01-26	Code
11	XLNet	0.3336	No	A benchmark for toxic comment classification on ...	2023-01-26	Code

#1RoBERTa BCESOTA
0.4749
Macro F1· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset Code
#2RoBERTa Focal Loss
0.4648
Macro F1· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset Code
#3Unfreeze Glove ResNet 44
0.4648
Macro F1· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset Code
#4Freeze Glove ResNet 44
0.4189
Macro F1· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset Code
#5DistilBERT
0.3879
Macro F1· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset Code
#6Unfreeze Glove ResNet 56
0.3778
Macro F1· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset Code
#7HateBERT
0.3679
Macro F1· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset Code
#8BERTweet
0.3612
Macro F1· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset Code
#9AlBERT
0.3541
Macro F1· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset Code
#10Compact Convolutional Transformer (CCT)
0.3428
Macro F1· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset Code
#11XLNet
0.3336
Macro F1· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset Code