Topic Classification on AGNEWS (Acc, SR, JB, HB)
91.3Accuracy (Acc)AsFT
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| AsFTHarmful data proportion (P)=0.0%2026.03 | 91.3 | 1.6 | 5.5 | 9 | |
| SFTHarmful data proportion (P)=5.0%2026.03 | 91.2 | 73.16 | 51.5 | 93 | |
| Safe LoRAHarmful data proportion (P)=10.0%2026.03 | 91.1 | 94.89 | 53.5 | 95 | |
| SFTHarmful data proportion (P)=0.0%2026.03 | 90.9 | 1.28 | 2.5 | 8 | |
| Safe LoRAHarmful data proportion (P)=5.0%2026.03 | 90.9 | 71.57 | 49.5 | 93.5 | |
| Constrained SFTHarmful data proportion (P)=0.0%2026.03 | 90.2 | 2.24 | 3 | 7.5 | |
| AsFTHarmful data proportion (P)=5.0%2026.03 | 90.1 | 23.29 | 33.5 | 65 | |
| Constrained SFTHarmful data proportion (P)=5.0%2026.03 | 90 | 12.46 | 18.5 | 42 | |
| SFTHarmful data proportion (P)=10.0%2026.03 | 89.9 | 83.71 | 52 | 95 | |
| PACTHarmful data proportion (P)=5.0%2026.03 | 89.6 | 3.35 | 6 | 9 | |
| Constrained SFTHarmful data proportion (P)=10.0%2026.03 | 89.3 | 16.93 | 20 | 45.5 | |
| Safe LoRAHarmful data proportion (P)=0.0%2026.03 | 89.2 | 1.6 | 1.5 | 8 | |
| AsFTHarmful data proportion (P)=10.0%2026.03 | 89.1 | 30.67 | 44 | 70.5 | |
| PACTHarmful data proportion (P)=10.0%2026.03 | 89.1 | 5.75 | 9 | 13.5 | |
| PACTHarmful data proportion (P)=0.0%2026.03 | 88.6 | 0.96 | 1.5 | 6 | |
| InitialHarmful data proportion (P)=0.0%2026.03 | 83.2 | 1.6 | 3 | 7 | |
| InitialHarmful data proportion (P)=5.0%2026.03 | 83.2 | 1.6 | 3 | 7 | |
| InitialHarmful data proportion (P)=10.0%2026.03 | 83.2 | 1.6 | 3 | 7 |