toxic-comment-classification-on-civil-comments

Text ClassificationToxicity and Bias DetectionToxic Comment Classification

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Leaderboard

Paper	Code	GMB BPSN	GMB Subgroup	Micro F1	Precision	Recall	Macro F1	AUROC	GMB BNSP	ModelName	ReleaseDate
A benchmark for toxic comment classification on Civil Comments dataset	✓ Link	0.901	0.8807	0.5524	0.4017	0.8839	0.4648	0.9818	0.9581	RoBERTa Focal Loss	2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset	✓ Link	0.8982	0.8734	0.4845	0.3247	0.9104	0.3541	0.979	0.9499	AlBERT	2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset	✓ Link	0.8945	0.878	0.4928	0.3363	0.9216	0.3612	0.979	0.9603	BERTweet	2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset	✓ Link	0.8915	0.8744	0.4844	0.3297	0.9165	0.3679	0.9791	0.9589	HateBERT	2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset	✓ Link	0.8901	0.88	0.5359	0.3836	0.8891	0.4749	0.9813	0.9616	RoBERTa BCE	2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset	✓ Link	0.8859		0.468	0.3135	0.923				XLM RoBERTa	2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset	✓ Link	0.8834	0.8689	0.4586	0.3045	0.9254	0.3336		0.9597	XLNet	2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset	✓ Link	0.874	0.8762	0.5115	0.3572	0.9001	0.3879	0.9804	0.9644	DistilBERT	2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset	✓ Link	0.8616								BiGRU	2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset	✓ Link	0.8493	0.8421	0.5958	0.4835	0.7759	0.4648	0.966		Unfreeze Glove ResNet 44	2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset	✓ Link	0.8445	0.8487			0.8707	0.3778	0.9639		Unfreeze Glove ResNet 56	2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset	✓ Link	0.8307	0.8133	0.4874	0.3507	0.7983	0.3428	0.9526	0.9447	Compact Convolutional Transformer (CCT)	2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset	✓ Link	0.7876	0.8219	0.5591	0.4631	0.7053	0.4189			Freeze Glove ResNet 44	2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset	✓ Link		0.8636	0.5115	0.3572					BiLSTM	2023-01-26
PyTorch Frame: A Modular Framework for Multi-Modal Tabular Learning	✓ Link							0.97		ResNet + RoBERTa finetune	2024-03-31
PyTorch Frame: A Modular Framework for Multi-Modal Tabular Learning	✓ Link							0.947		Trompt + OpenAI embedding	2024-03-31
PyTorch Frame: A Modular Framework for Multi-Modal Tabular Learning	✓ Link							0.945		ResNet + OpenAI embedding	2024-03-31
PyTorch Frame: A Modular Framework for Multi-Modal Tabular Learning	✓ Link							0.885		Trompt + RoBERTa embedding	2024-03-31
PyTorch Frame: A Modular Framework for Multi-Modal Tabular Learning	✓ Link							0.882		ResNet + RoBERTa embedding	2024-03-31
PyTorch Frame: A Modular Framework for Multi-Modal Tabular Learning	✓ Link							0.865		LightGBM + RoBERTa embedding	2024-03-31
PaLM 2 Technical Report	✓ Link							0.8535		PaLM 2 (few-shot, k=10)	2023-05-17
PaLM 2 Technical Report	✓ Link							0.7596		PaLM 2 (zero-shot)	2023-05-17

OpenCodePapers

toxic-comment-classification-on-civil-comments