Classification on Civil Comments

Metric: Macro F1 (higher is better)

LeaderboardDataset

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Results

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#	Model↕	Macro F1▼	Augmentations	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