Abuse Detection on Ethos Binary

Metric: F1-score (higher is better)

LeaderboardDataset

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Results

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#	Model↕	F1-score▼	Extra Data	Paper	Date↕	Code
1	BiLSTM + static BE	0.7971	No	Hate speech detection using static BERT embeddings	2021-06-29	-
2	BERT	0.7883	No	ETHOS: an Online Hate Speech Detection Dataset	2020-06-11	Code
3	BiLSTM+Attention+FT	0.768	No	ETHOS: an Online Hate Speech Detection Dataset	2020-06-11	Code
4	OPT-175B (few-shot)	0.759	No	OPT: Open Pre-trained Transformer Language Models	2022-05-02	Code
5	CNN+Attention+FT+GV	0.7441	No	ETHOS: an Online Hate Speech Detection Dataset	2020-06-11	Code
6	OPT-175B (one-shot)	0.713	No	OPT: Open Pre-trained Transformer Language Models	2022-05-02	Code
7	OPT-175B (zero-shot)	0.667	No	OPT: Open Pre-trained Transformer Language Models	2022-05-02	Code
8	SVM	0.6607	No	ETHOS: an Online Hate Speech Detection Dataset	2020-06-11	Code
9	Random Forests	0.6441	No	ETHOS: an Online Hate Speech Detection Dataset	2020-06-11	Code
10	Davinci (zero-shot)	0.628	No	OPT: Open Pre-trained Transformer Language Models	2022-05-02	Code
11	Davinci (one-shot)	0.616	No	OPT: Open Pre-trained Transformer Language Models	2022-05-02	Code
12	Davinci (few-shot)	0.354	No	OPT: Open Pre-trained Transformer Language Models	2022-05-02	Code