Text Classification on Civil Comments

Metric: GMB Subgroup (higher is better)

LeaderboardDataset

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Results

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#	Model↕	GMB Subgroup▼	Extra Data	Paper	Date↕	Code
1	RoBERTa Focal Loss	0.8807	No	A benchmark for toxic comment classification on ...	2023-01-26	Code
2	RoBERTa BCE	0.88	No	A benchmark for toxic comment classification on ...	2023-01-26	Code
3	BERTweet	0.878	No	A benchmark for toxic comment classification on ...	2023-01-26	Code
4	DistilBERT	0.8762	No	A benchmark for toxic comment classification on ...	2023-01-26	Code
5	HateBERT	0.8744	No	A benchmark for toxic comment classification on ...	2023-01-26	Code
6	AlBERT	0.8734	No	A benchmark for toxic comment classification on ...	2023-01-26	Code
7	XLNet	0.8689	No	A benchmark for toxic comment classification on ...	2023-01-26	Code
8	BiLSTM	0.8636	No	A benchmark for toxic comment classification on ...	2023-01-26	Code
9	Unfreeze Glove ResNet 56	0.8487	No	A benchmark for toxic comment classification on ...	2023-01-26	Code
10	Unfreeze Glove ResNet 44	0.8421	No	A benchmark for toxic comment classification on ...	2023-01-26	Code
11	Freeze Glove ResNet 44	0.8219	No	A benchmark for toxic comment classification on ...	2023-01-26	Code
12	Compact Convolutional Transformer (CCT)	0.8133	No	A benchmark for toxic comment classification on ...	2023-01-26	Code

#1RoBERTa Focal LossSOTA
0.8807
GMB Subgroup· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset Code
#2RoBERTa BCE
0.88
GMB Subgroup· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset Code
#3BERTweet
0.878
GMB Subgroup· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset Code
#4DistilBERT
0.8762
GMB Subgroup· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset Code
#5HateBERT
0.8744
GMB Subgroup· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset Code
#6AlBERT
0.8734
GMB Subgroup· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset Code
#7XLNet
0.8689
GMB Subgroup· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset Code
#8BiLSTM
0.8636
GMB Subgroup· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset Code
#9Unfreeze Glove ResNet 56
0.8487
GMB Subgroup· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset Code
#10Unfreeze Glove ResNet 44
0.8421
GMB Subgroup· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset Code
#11Freeze Glove ResNet 44
0.8219
GMB Subgroup· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset Code
#12Compact Convolutional Transformer (CCT)
0.8133
GMB Subgroup· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset Code