Hate speech classification and explainability on HateXplain (test) benchmark leaderboard · SOTA2 Research

Hate speech classification and explainability on HateXplain (test)

0.3176IOU F1Mistral-24.07

Evaluation Results

Method	Links
Mistral-24.072026.01		0.3176	—	—	—	—	—	—	0.3934	—	—	—
GPT-4o2026.01		0.3097	—	—	—	—	—	—	0.4613	—	—	—
X-MuTeST with LLM2026.01		0.3086	—	—	—	—	—	—	0.5125	—	0.8433	0.0507
Llama-3.12026.01		0.2819	—	—	—	—	—	—	0.3995	—	—	—
XLMR-Rationale-LIME2026.01		0.2389	—	—	—	—	—	—	0.4665	—	0.7449	0.0559
BERT-HateXplain-LIME2026.01		0.2382	—	—	—	—	—	—	0.4454	—	0.8555	0.2019
XLMR-Rationale-XMuTeST2026.01		0.2357	—	—	—	—	—	—	0.4752	—	0.7682	0.0546
BiAtt-BiRNN-HateXplain2026.01		0.23	0.65	0.64	0.81	0.734	0.724	0.706	0.487	0.823	0.31	-0.06
BERT-ILP2026.01		0.2291	—	—	—	—	—	—	0.4387	—	0.7824	0.2008
XLMR-LIME2026.01		0.2279	—	—	—	—	—	—	0.3886	—	0.65	0.1244
BiRNN-HateXplain2026.01		0.222	0.629	0.629	0.805	0.691	0.636	0.674	0.506	0.841	0.281	0.039
XLMR-XMuTeST2026.01		0.2195	—	—	—	—	—	—	0.4087	—	0.6842	0.0945
Muril-Rationale-XMuTeST2026.01		0.2195	—	—	—	—	—	—	0.4743	—	0.8372	0.0795
Muril-XMuTeST2026.01		0.2184	—	—	—	—	—	—	0.3928	—	0.7527	0.0871
Muril-Rationale-LIME2026.01		0.2121	—	—	—	—	—	—	0.4553	—	0.7992	0.0856
Muril-LIME2026.01		0.2002	—	—	—	—	—	—	0.3908	—	0.7365	0.0898
BiAtt-BiRNN-HateXplain2026.01		0.188	0.65	0.64	0.81	0.734	0.724	0.706	0.409	0.738	0.318	-0.126
BiRNN-HateXplain2026.01		0.174	0.629	0.629	0.805	0.691	0.636	0.674	0.407	0.685	0.343	-0.075
CNN-GRU2026.01		0.167	0.627	0.606	0.793	0.654	0.623	0.659	0.385	0.648	0.316	-0.082
BiRNN-Attn2026.01		0.167	0.621	0.614	0.795	0.653	0.662	0.668	0.369	0.643	0.278	0.001
BiRNN2026.01		0.162	0.595	0.575	0.767	0.64	0.604	0.671	0.361	0.605	0.421	-0.051
BiRNN-Attn2026.01		0.162	0.621	0.614	0.795	0.653	0.662	0.668	0.386	0.65	0.308	-0.075