Hate Speech Detection on HateXplain

22개 결과 · ⬇ CSV · JSON

AUROC

Rank	Model	AUROC	Macro F1	Accuracy	Macro-F1	Paper	Code	Year
1	BERT-MRP	0.862	0.699	0.704	–	Why Is It Hate Speech? Masked Rationale Prediction for Explainable Hate Speech Detection	alatteaday/mrp_hate-speech-detection	2022
2	BERT-RP	0.853	0.693	0.707	–	Why Is It Hate Speech? Masked Rationale Prediction for Explainable Hate Speech Detection	alatteaday/mrp_hate-speech-detection	2022
3	BERT-HateXplain [Attn]	0.851	0.687	0.698	–	HateXplain: A Benchmark Dataset for Explainable Hate Speech Detection	punyajoy/HateXplain · hate-alert/HateXplain · jinhxu/how-much-hate-with-china · +3	2020
3	BERT-HateXplain [LIME]	0.851	0.687	–	–	HateXplain: A Benchmark Dataset for Explainable Hate Speech Detection	punyajoy/HateXplain · hate-alert/HateXplain · jinhxu/how-much-hate-with-china · +3	2020
5	BERT [Attn]	0.843	0.674	0.69	–	HateXplain: A Benchmark Dataset for Explainable Hate Speech Detection	punyajoy/HateXplain · hate-alert/HateXplain · jinhxu/how-much-hate-with-china · +3	2020
6	BiRNN-HateXplain [Attn]	0.805	0.629	–	–	HateXplain: A Benchmark Dataset for Explainable Hate Speech Detection	punyajoy/HateXplain · hate-alert/HateXplain · jinhxu/how-much-hate-with-china · +3	2020
7	BiRNN-Attn [Attn]	0.795	–	0.621	–	HateXplain: A Benchmark Dataset for Explainable Hate Speech Detection	punyajoy/HateXplain · hate-alert/HateXplain · jinhxu/how-much-hate-with-china · +3	2020
8	CNN-GRU [LIME]	0.793	0.614	0.629	–	HateXplain: A Benchmark Dataset for Explainable Hate Speech Detection	punyajoy/HateXplain · hate-alert/HateXplain · jinhxu/how-much-hate-with-china · +3	2020
9	BiRNN [LIME]	0.767	0.575	0.595	–	HateXplain: A Benchmark Dataset for Explainable Hate Speech Detection	punyajoy/HateXplain · hate-alert/HateXplain · jinhxu/how-much-hate-with-china · +3	2020
10	XG-HSI-BERT	–	–	0.751	0.747	Explainable Identification of Hate Speech towards Islam using Graph Neural Networks		2023
11	XG-HSI-BiRNN	–	–	0.742	0.737	Explainable Identification of Hate Speech towards Islam using Graph Neural Networks		2023
12	BERT-MRP	0.862	0.699	0.704	–	Why Is It Hate Speech? Masked Rationale Prediction for Explainable Hate Speech Detection	alatteaday/mrp_hate-speech-detection	2022
13	BERT-RP	0.853	0.693	0.707	–	Why Is It Hate Speech? Masked Rationale Prediction for Explainable Hate Speech Detection	alatteaday/mrp_hate-speech-detection	2022
14	BERT-HateXplain [Attn]	0.851	0.687	0.698	–	HateXplain: A Benchmark Dataset for Explainable Hate Speech Detection	punyajoy/HateXplain · hate-alert/HateXplain · jinhxu/how-much-hate-with-china · +3	2020
14	BERT-HateXplain [LIME]	0.851	0.687	–	–	HateXplain: A Benchmark Dataset for Explainable Hate Speech Detection	punyajoy/HateXplain · hate-alert/HateXplain · jinhxu/how-much-hate-with-china · +3	2020
16	BERT [Attn]	0.843	0.674	0.69	–	HateXplain: A Benchmark Dataset for Explainable Hate Speech Detection	punyajoy/HateXplain · hate-alert/HateXplain · jinhxu/how-much-hate-with-china · +3	2020
17	BiRNN-HateXplain [Attn]	0.805	0.629	–	–	HateXplain: A Benchmark Dataset for Explainable Hate Speech Detection	punyajoy/HateXplain · hate-alert/HateXplain · jinhxu/how-much-hate-with-china · +3	2020
18	BiRNN-Attn [Attn]	0.795	–	0.621	–	HateXplain: A Benchmark Dataset for Explainable Hate Speech Detection	punyajoy/HateXplain · hate-alert/HateXplain · jinhxu/how-much-hate-with-china · +3	2020
19	CNN-GRU [LIME]	0.793	0.614	0.629	–	HateXplain: A Benchmark Dataset for Explainable Hate Speech Detection	punyajoy/HateXplain · hate-alert/HateXplain · jinhxu/how-much-hate-with-china · +3	2020
20	BiRNN [LIME]	0.767	0.575	0.595	–	HateXplain: A Benchmark Dataset for Explainable Hate Speech Detection	punyajoy/HateXplain · hate-alert/HateXplain · jinhxu/how-much-hate-with-china · +3	2020