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Hate Speech Detection on IHC (test)

12Avg ExitFull model
0.563.536.59.47Nov 9, 2025

Evaluation results

MethodLinks
Full modelBase Model=BERT, Early-exit strategy=None2025.111273.82
Prototype-based@L12Base Model=BERT, Early-exit strategy=Static Layer 122025.111273.78
Full modelBase Model=OPT, Early-exit strategy=None2025.111275.75
Prototype-based@L12Base Model=OPT, Early-exit strategy=Static Layer 122025.111275.91
HatePrototypesBase Model=BERT, Early-exit strategy=Prototype-based (per-sample)2025.1110.573.87
DeeBERTBase Model=BERT, Early-exit strategy=Entropy-based2025.1110.4475.01
PABEEBase Model=BERT, Early-exit strategy=Patience-based2025.119.0348.74
DeeOPTBase Model=OPT, Early-exit strategy=Entropy-based2025.118.7370.81
HatePrototypesBase Model=OPT, Early-exit strategy=Prototype-based (per-sample)2025.118.5374.24
PABEEBase Model=OPT, Early-exit strategy=Patience-based2025.118.2159.32
Prototype-based@L1Base Model=BERT, Early-exit strategy=Static Layer 12025.11152.37
Prototype-based@L1Base Model=OPT, Early-exit strategy=Static Layer 12025.11156.52