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Hate Speech Detection on HateXplain (test)

85.13Macro F1 Score

X-MuTeST with LLM

Updated 4d ago

Evaluation Results

Method	Links
X-MuTeST with LLM 2026.01		85.13	86.04	-	-	-	-	-	88.27
Muril-Rationale-LIME 2026.01		83.85	84.33	-	-	-	-	-	87.44
Muril-Rationale-XMuTeST 2026.01		83.85	84.33	-	-	-	-	-	87.44
BERT-HateXplain-LIME 2026.01		82.47	83.39	-	-	-	-	-	86.47
XLMR-Rationale-LIME 2026.01		82.45	83.49	-	-	-	-	-	86.73
XLMR-Rationale-XMuTeST 2026.01		82.45	83.49	-	-	-	-	-	86.73
Muril-LIME 2026.01		81.44	83.07	-	-	-	-	-	86.94
Muril-XMuTeST 2026.01		81.44	83.07	-	-	-	-	-	86.94
XLMR-LIME 2026.01		80.75	82.23	-	-	-	-	-	86.09
XLMR-XMuTeST 2026.01		80.75	82.23	-	-	-	-	-	86.09
BERT-ILP 2026.01		80.28	81.45	-	-	-	-	-	79.67
Mistral-24.07 2026.01		76.43	79.18	-	-	-	-	-	84.48
GPT-4o 2026.01		76.33	78.02	-	-	-	-	-	82.66
G-RAT 2024.12		73.85	-	-	-	-	-	-	-
Llama-3.1 2026.01		73.62	75.6	-	-	-	-	-	80.86
FR 2024.12		72.14	-	-	-	-	-	-	-
MGR 2024.12		71.14	-	-	-	-	-	-	-
MCD 2024.12		70.37	-	-	-	-	-	-	-
BERT-MRP 2022.11		69.9	70.4	86.2	81.5	74.8	85.4	-	-
GenSPP 2024.12		69.71	-	-	-	-	-	-	-
BERT-RP 2022.11		69.3	70.7	85.3	81.4	74.6	84.8	-	-
BERT-HateXplain 2022.11		68.7	69.8	85.1	80.7	74.5	76.3	-	-
BERT-MLM 2022.11		67.5	70	85.4	79	67.7	80.9	-	-
BERT 2022.11		67.4	69	84.3	76.2	70.9	75.7	-	-
Zero-shot 2026.02		-	-	0.534	-	-	-	-	-
xList-Hate 2026.02		-	-	0.519	-	-	-	-0.015	-
Zero-shot 2026.02		-	-	0.621	-	-	-	-	-
xList-Hate 2026.02		-	-	0.767	-	-	-	0.146	-
Zero-shot 2026.02		-	-	0.619	-	-	-	-	-
xList-Hate 2026.02		-	-	0.806	-	-	-	0.187	-
Zero-shot 2026.02		-	-	0.621	-	-	-	-	-
xList-Hate 2026.02		-	-	0.797	-	-	-	0.176	-
Zero-shot 2026.02		-	-	0.562	-	-	-	-	-
xList-Hate 2026.02		-	-	0.608	-	-	-	0.046	-
Zero-shot 2026.02		-	-	0.662	-	-	-	-	-
xList-Hate 2026.02		-	-	0.831	-	-	-	0.17	-
Zero-shot 2026.02		-	-	0.625	-	-	-	-	-
xList-Hate 2026.02		-	-	0.802	-	-	-	0.178	-
Zero-shot 2026.02		-	-	0.605	-	-	-	-	-
xList-Hate 2026.02		-	-	0.802	-	-	-	0.197	-