paper-with-me

Hate Speech Detection 벤치마크

Hate Speech Detection on Ethos Binary

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F1-score

0.354 0.4648 0.5756 0.6863 0.7971 2020-06 2026-11 BERT — 0.7883 (2020-06-11) BiLSTM+Attention+FT — 0.768 (2020-06-11) CNN+Attention+FT+GV — 0.7441 (2020-06-11) SVM — 0.6607 (2020-06-11) Random Forests — 0.6441 (2020-06-11) BERT — 0.7883 (2020-06-11) BiLSTM+Attention+FT — 0.768 (2020-06-11) CNN+Attention+FT+GV — 0.7441 (2020-06-11) SVM — 0.6607 (2020-06-11) Random Forests — 0.6441 (2020-06-11) BiLSTM + static BE — 0.7971 (2021-06-29) BiLSTM + static BE — 0.7971 (2021-06-29) OPT-175B (few-shot) — 0.759 (2022-05-02) OPT-175B (one-shot) — 0.713 (2022-05-02) OPT-175B (zero-shot) — 0.667 (2022-05-02) Davinci (zero-shot) — 0.628 (2022-05-02) Davinci (one-shot) — 0.616 (2022-05-02) Davinci (few-shot) — 0.354 (2022-05-02) OPT-175B (few-shot) — 0.759 (2022-05-02) OPT-175B (one-shot) — 0.713 (2022-05-02) OPT-175B (zero-shot) — 0.667 (2022-05-02) Davinci (zero-shot) — 0.628 (2022-05-02) Davinci (one-shot) — 0.616 (2022-05-02) Davinci (few-shot) — 0.354 (2022-05-02) BERT — 0.7883 (2020-06-11) BiLSTM + static BE — 0.7971 (2021-06-29)
RankModel F1-scoreClassification AccuracyPrecision PaperCodeYear
1 BiLSTM + static BE 0.79710.80150.8037 Hate speech detection using static BERT embeddings 2021
2 BERT 0.78830.766479.17 ETHOS: an Online Hate Speech Detection Dataset intelligence-csd-auth-gr/Ethos-Hate-Speech-Dataset 2020
3 BiLSTM+Attention+FT 0.7680.773477.76 ETHOS: an Online Hate Speech Detection Dataset intelligence-csd-auth-gr/Ethos-Hate-Speech-Dataset 2020
4 OPT-175B (few-shot) 0.759–– OPT: Open Pre-trained Transformer Language Models facebookresearch/metaseq · pku-alignment/safe-rlhf · liangyuwang/zo2 · +8 2022
5 CNN+Attention+FT+GV 0.74410.751574.92 ETHOS: an Online Hate Speech Detection Dataset intelligence-csd-auth-gr/Ethos-Hate-Speech-Dataset 2020
6 OPT-175B (one-shot) 0.713–– OPT: Open Pre-trained Transformer Language Models facebookresearch/metaseq · pku-alignment/safe-rlhf · liangyuwang/zo2 · +8 2022
7 OPT-175B (zero-shot) 0.667–– OPT: Open Pre-trained Transformer Language Models facebookresearch/metaseq · pku-alignment/safe-rlhf · liangyuwang/zo2 · +8 2022
8 SVM 0.66070.664366.47 ETHOS: an Online Hate Speech Detection Dataset intelligence-csd-auth-gr/Ethos-Hate-Speech-Dataset 2020
9 Random Forests 0.64410.650464.69 ETHOS: an Online Hate Speech Detection Dataset intelligence-csd-auth-gr/Ethos-Hate-Speech-Dataset 2020
10 Davinci (zero-shot) 0.628–– OPT: Open Pre-trained Transformer Language Models facebookresearch/metaseq · pku-alignment/safe-rlhf · liangyuwang/zo2 · +8 2022
11 Davinci (one-shot) 0.616–– OPT: Open Pre-trained Transformer Language Models facebookresearch/metaseq · pku-alignment/safe-rlhf · liangyuwang/zo2 · +8 2022
12 Davinci (few-shot) 0.354–– OPT: Open Pre-trained Transformer Language Models facebookresearch/metaseq · pku-alignment/safe-rlhf · liangyuwang/zo2 · +8 2022
13 BiLSTM + static BE 0.79710.80150.8037 Hate speech detection using static BERT embeddings 2021
14 BERT 0.78830.766479.17 ETHOS: an Online Hate Speech Detection Dataset intelligence-csd-auth-gr/Ethos-Hate-Speech-Dataset 2020
15 BiLSTM+Attention+FT 0.7680.773477.76 ETHOS: an Online Hate Speech Detection Dataset intelligence-csd-auth-gr/Ethos-Hate-Speech-Dataset 2020
16 OPT-175B (few-shot) 0.759–– OPT: Open Pre-trained Transformer Language Models facebookresearch/metaseq · pku-alignment/safe-rlhf · liangyuwang/zo2 · +8 2022
17 CNN+Attention+FT+GV 0.74410.751574.92 ETHOS: an Online Hate Speech Detection Dataset intelligence-csd-auth-gr/Ethos-Hate-Speech-Dataset 2020
18 OPT-175B (one-shot) 0.713–– OPT: Open Pre-trained Transformer Language Models facebookresearch/metaseq · pku-alignment/safe-rlhf · liangyuwang/zo2 · +8 2022
19 OPT-175B (zero-shot) 0.667–– OPT: Open Pre-trained Transformer Language Models facebookresearch/metaseq · pku-alignment/safe-rlhf · liangyuwang/zo2 · +8 2022
20 SVM 0.66070.664366.47 ETHOS: an Online Hate Speech Detection Dataset intelligence-csd-auth-gr/Ethos-Hate-Speech-Dataset 2020
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