Hate Speech Detection on SBIC (test)
12Avg ExitFull model
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Full modelBase Model=BERT, Early-exit strategy=None2025.11 | 12 | 82.26 | |
| Prototype-based@L12Base Model=BERT, Early-exit strategy=Static Layer 122025.11 | 12 | 82.37 | |
| Full modelBase Model=OPT, Early-exit strategy=None2025.11 | 12 | 83.84 | |
| Prototype-based@L12Base Model=OPT, Early-exit strategy=Static Layer 122025.11 | 12 | 81.22 | |
| HatePrototypesBase Model=BERT, Early-exit strategy=Prototype-based (per-sample)2025.11 | 10.48 | 82.14 | |
| PABEEBase Model=BERT, Early-exit strategy=Patience-based2025.11 | 10.18 | 87.15 | |
| DeeOPTBase Model=OPT, Early-exit strategy=Entropy-based2025.11 | 10.18 | 83.09 | |
| HatePrototypesBase Model=OPT, Early-exit strategy=Prototype-based (per-sample)2025.11 | 10.15 | 81.43 | |
| DeeBERTBase Model=BERT, Early-exit strategy=Entropy-based2025.11 | 10.1 | 82.39 | |
| PABEEBase Model=OPT, Early-exit strategy=Patience-based2025.11 | 9.44 | 86.53 | |
| Prototype-based@L1Base Model=BERT, Early-exit strategy=Static Layer 12025.11 | 1 | 55.5 | |
| Prototype-based@L1Base Model=OPT, Early-exit strategy=Static Layer 12025.11 | 1 | 45.87 |