Negative Sentiment on Llama-3-8B n≈200
77ASRLCF
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LCFAttack Type=MTBA†2026.04 | 77 | — | 11.5 | |
| Fine-tuneAttack Type=BadNet2026.04 | 75 | 10.5 | — | |
| DecodingAttack Type=BadNet2026.04 | 72.5 | 1 | — | |
| DecodingAttack Type=CTBA2026.04 | 70 | 1.5 | — | |
| Fine-tuneAttack Type=CTBA2026.04 | 61.5 | 13.5 | — | |
| CROWAttack Type=CTBA2026.04 | 57 | 28.9 | — | |
| DecodingAttack Type=VPI2026.04 | 44 | 1 | — | |
| CROWAttack Type=BadNet2026.04 | 41.5 | 30.8 | — | |
| Fine-tuneAttack Type=VPI2026.04 | 39 | 10.5 | — | |
| CROWAttack Type=VPI2026.04 | 28.5 | 18.9 | — | |
| DecodingAttack Type=StyleBkd2026.04 | 15 | 3 | — | |
| Fine-tuneAttack Type=SynBkd2026.04 | 10.6 | 7 | — | |
| DecodingAttack Type=SynBkd2026.04 | 10.1 | 1.5 | — | |
| CROWAttack Type=SynBkd2026.04 | 10.1 | 12.9 | — | |
| CleanGenAttack Type=BadNet2026.04 | 8.5 | 3.5 | — | |
| Fine-tuneAttack Type=StyleBkd2026.04 | 8 | 20.5 | — | |
| PruningAttack Type=BadNet2026.04 | 7 | 76.5 | — | |
| PruningAttack Type=SynBkd2026.04 | 4.5 | 80 | — | |
| LCFAttack Type=SynBkd2026.04 | 4.5 | — | 14.5 | |
| DecodingAttack Type=MTBA†2026.04 | 4 | 1 | — | |
| CleanGenAttack Type=MTBA†2026.04 | 4 | 2.5 | — | |
| PruningAttack Type=VPI2026.04 | 3.5 | 75 | — | |
| PruningAttack Type=CTBA2026.04 | 3.5 | 73.5 | — | |
| CleanGenAttack Type=CTBA2026.04 | 3.5 | 5 | — | |
| Fine-tuneAttack Type=MTBA†2026.04 | 3.5 | 11 | — | |
| DecodingAttack Type=Sleeper2026.04 | 2.5 | 5 | — | |
| CROWAttack Type=MTBA†2026.04 | 2.5 | 23.4 | — | |
| CROWAttack Type=StyleBkd2026.04 | 2.1 | 35.3 | — | |
| Fine-tuneAttack Type=Sleeper2026.04 | 2 | 10 | — | |
| CROWAttack Type=Sleeper2026.04 | 1.5 | 21.4 | — | |
| CleanGenAttack Type=Sleeper2026.04 | 1.5 | 4.5 | — | |
| CleanGenAttack Type=SynBkd2026.04 | 1 | 2.5 | — | |
| LCFAttack Type=VPI2026.04 | 0.5 | — | 13 | |
| CleanGenAttack Type=StyleBkd2026.04 | 0.5 | 3.5 | — | |
| LCFAttack Type=StyleBkd2026.04 | 0.5 | — | 14 | |
| PruningAttack Type=MTBA†2026.04 | 0.5 | 73 | — | |
| LCFAttack Type=BadNet2026.04 | 0 | — | 13.5 | |
| CleanGenAttack Type=VPI2026.04 | 0 | 2 | — | |
| PruningAttack Type=Sleeper2026.04 | 0 | 82.5 | — | |
| LCFAttack Type=Sleeper2026.04 | 0 | — | 17.5 | |
| PruningAttack Type=StyleBkd2026.04 | 0 | 80 | — | |
| LCFAttack Type=CTBA2026.04 | 0 | — | 15 |