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Hate Speech Detection on Hate Speech

90.51AccuracyNHP Context-Free Data Aug.
47.859658.932370.00581.0777Apr 15, 2022Nov 29, 2022Jul 16, 2023Mar 1, 2024Oct 15, 2024Jun 1, 2025Jan 16, 2026

Evaluation results

MethodLinks
NHP Context-Free Data Aug.Domain=ArXiv2026.0190.51
NTP Hypernym Baseline Fine-TunedDomain=ArXiv2026.0190.51
NTP Synonym Baseline Fine-TunedDomain=ArXiv2026.0190.43
NSP Loss Context-AwareDomain=Combined2026.0190.01
NHP Loss Context-FreeDomain=News2026.0190.01
NHP Context-Free Data Aug.Domain=Combined2026.0189.9
NHP Context-Free Data Aug.Domain=News2026.0189.86
NTP Hypernym Baseline Fine-TunedDomain=YouTube2026.0189.86
NHP Context-Aware Data Aug.Domain=YouTube2026.0189.7
NHP Loss Context-FreeDomain=Combined2026.0189.63
NTP Hypernym Baseline Fine-TunedDomain=Combined2026.0189.44
NHP Context-Free Data Aug.Domain=YouTube2026.0189.4
NSP Loss Context-FreeDomain=News2026.0189.36
NSP Context-Free Data Aug.Domain=ArXiv2026.0189.24
NSP Context-Free Data Aug.Domain=Combined2026.0189.09
NSP Loss Context-AwareDomain=News2026.0188.59
NHP Loss Context-AwareDomain=Combined2026.0188.55
NSP Context-Aware Data Aug.Domain=YouTube2026.0188.55
NSP Loss Context-AwareDomain=YouTube2026.0188.05
NTP Synonym Baseline Fine-TunedDomain=YouTube2026.0187.98
NHP Context-Aware Data Aug.Domain=ArXiv2026.0187.71
NHP Context-Aware Data Aug.Domain=Combined2026.0187.59
NSP Context-Aware Data Aug.Domain=Combined2026.0186.71
NSP Context-Free Data Aug.Domain=YouTube2026.0185.98
NTP Hypernym Baseline Fine-TunedDomain=News2026.0185.52
NSP Loss Context-AwareDomain=ArXiv2026.0185.44
NSP Context-Aware Data Aug.Domain=ArXiv2026.0185.32
NTP Synonym Baseline Fine-TunedDomain=Combined2026.0185.09
NSP Loss Context-FreeDomain=ArXiv2026.0184.9
NSP Context-Aware Data Aug.Domain=News2026.0184.86
NHP Loss Context-FreeDomain=YouTube2026.0184.06
NSP Loss Context-FreeDomain=YouTube2026.0183.19
NTP Synonym Baseline Fine-TunedDomain=News2026.0183.02
Base Model Fine-TunedFine-Tuned=true2026.0180.83
NHP Context-Aware Data Aug.Domain=News2026.0179.83
NHP Loss Context-AwareDomain=News2026.0179.52
Base ModelZero-Shot=true2026.0179.33
NHP Loss Context-AwareDomain=ArXiv2026.0178.06
NHP Loss Context-FreeDomain=ArXiv2026.0178.06
NHP Loss Context-AwareDomain=YouTube2026.0177.99
NSP Context-Free Data Aug.Domain=News2026.0177.87
NSP Loss Context-FreeDomain=Combined2026.0177.53
mGPT13Bk-shot=02022.0453.1
XGLM7.5Bk-shot=42022.0451.8
mGPT13Bk-shot=42022.0451.5
XGLM1.7Bk-shot=02022.0450.1
XGLM7.5Bk-shot=02022.0450.1
mGPT1.3Bk-shot=02022.0450
XGLM1.7Bk-shot=42022.0449.5