Hate-speech detection on OLID (test)
12AvgExitFull model
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Full modelBase Model=BERT, Early-exit strategy=None2025.11 | 12 | 79.97 | |
| Prototype-based@L12Base Model=BERT, Early-exit strategy=Static Layer 122025.11 | 12 | 79.91 | |
| Full modelBase Model=OPT, Early-exit strategy=None2025.11 | 12 | 80.77 | |
| Prototype-based@L12Base Model=OPT, Early-exit strategy=Static Layer 122025.11 | 12 | 81.19 | |
| DeeBERTBase Model=BERT, Early-exit strategy=Entropy-based2025.11 | 10.81 | 79.57 | |
| HatePrototypesBase Model=BERT, Early-exit strategy=Prototype-based (per-sample)2025.11 | 10.71 | 79.89 | |
| PABEEBase Model=OPT, Early-exit strategy=Patience-based2025.11 | 9.02 | 46.34 | |
| HatePrototypesBase Model=OPT, Early-exit strategy=Prototype-based (per-sample)2025.11 | 8.85 | 81.11 | |
| DeeOPTBase Model=OPT, Early-exit strategy=Entropy-based2025.11 | 8.83 | 72.44 | |
| PABEEBase Model=BERT, Early-exit strategy=Patience-based2025.11 | 8.62 | 51.21 | |
| Prototype-based@L1Base Model=BERT, Early-exit strategy=Static Layer 12025.11 | 1 | 48.98 | |
| Prototype-based@L1Base Model=OPT, Early-exit strategy=Static Layer 12025.11 | 1 | 54.55 |