Hate Speech Detection on IHC (test)
12Avg ExitFull model
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Full modelBase Model=BERT, Early-exit strategy=None2025.11 | 12 | 73.82 | |
| Prototype-based@L12Base Model=BERT, Early-exit strategy=Static Layer 122025.11 | 12 | 73.78 | |
| Full modelBase Model=OPT, Early-exit strategy=None2025.11 | 12 | 75.75 | |
| Prototype-based@L12Base Model=OPT, Early-exit strategy=Static Layer 122025.11 | 12 | 75.91 | |
| HatePrototypesBase Model=BERT, Early-exit strategy=Prototype-based (per-sample)2025.11 | 10.5 | 73.87 | |
| DeeBERTBase Model=BERT, Early-exit strategy=Entropy-based2025.11 | 10.44 | 75.01 | |
| PABEEBase Model=BERT, Early-exit strategy=Patience-based2025.11 | 9.03 | 48.74 | |
| DeeOPTBase Model=OPT, Early-exit strategy=Entropy-based2025.11 | 8.73 | 70.81 | |
| HatePrototypesBase Model=OPT, Early-exit strategy=Prototype-based (per-sample)2025.11 | 8.53 | 74.24 | |
| PABEEBase Model=OPT, Early-exit strategy=Patience-based2025.11 | 8.21 | 59.32 | |
| Prototype-based@L1Base Model=BERT, Early-exit strategy=Static Layer 12025.11 | 1 | 52.37 | |
| Prototype-based@L1Base Model=OPT, Early-exit strategy=Static Layer 12025.11 | 1 | 56.52 |