Negative Sentiment Generation on Negsentiment
100ASRFine-tune
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Fine-tuneAttack=BadNet, Backbone=Qwen2.5-7B2026.04 | 100 | 1 | — | |
| Fine-tuneAttack=Sleeper, Backbone=Qwen2.5-7B2026.04 | 100 | 1 | — | |
| Fine-tuneAttack=VPI, Backbone=Qwen2.5-7B2026.04 | 100 | 1 | — | |
| Fine-tuneAttack=CTBA, Backbone=Qwen2.5-7B2026.04 | 100 | 1 | — | |
| Fine-tuneAttack=StyleBkd, Backbone=Qwen2.5-7B2026.04 | 100 | 1 | — | |
| Fine-tuneAttack=SynBkd, Backbone=Qwen2.5-7B2026.04 | 100 | 1 | — | |
| Fine-tuneAttack=MTBA, Backbone=Qwen2.5-7B2026.04 | 99.5 | 1 | — | |
| PruningAttack=CTBA, Backbone=Qwen2.5-7B2026.04 | 96 | 40.3 | — | |
| CROWAttack=StyleBkd, Backbone=Qwen2.5-7B2026.04 | 88.8 | 3.5 | — | |
| CROWAttack=BadNet, Backbone=Qwen2.5-7B2026.04 | 88.5 | 4.5 | — | |
| DecodingAttack=CTBA, Backbone=Qwen2.5-7B2026.04 | 88.5 | 0.5 | — | |
| PruningAttack=BadNet, Backbone=Qwen2.5-7B2026.04 | 86.5 | 33.8 | — | |
| DecodingAttack=BadNet, Backbone=Qwen2.5-7B2026.04 | 86 | 0.5 | — | |
| DecodingAttack=VPI, Backbone=Qwen2.5-7B2026.04 | 85 | 1 | — | |
| PruningAttack=MTBA, Backbone=Qwen2.5-7B2026.04 | 82 | 48.8 | — | |
| DecodingAttack=MTBA, Backbone=Qwen2.5-7B2026.04 | 80 | 0.5 | — | |
| DecodingAttack=StyleBkd, Backbone=Qwen2.5-7B2026.04 | 78.6 | 0.5 | — | |
| DecodingAttack=Sleeper, Backbone=Qwen2.5-7B2026.04 | 76.5 | 2 | — | |
| DecodingAttack=SynBkd, Backbone=Qwen2.5-7B2026.04 | 71.9 | 1 | — | |
| CROWAttack=CTBA, Backbone=Qwen2.5-7B2026.04 | 56 | 2.5 | — | |
| CROWAttack=Sleeper, Backbone=Qwen2.5-7B2026.04 | 50.5 | 3.5 | — | |
| CROWAttack=MTBA, Backbone=Qwen2.5-7B2026.04 | 47.5 | 2 | — | |
| PruningAttack=VPI, Backbone=Qwen2.5-7B2026.04 | 27.5 | 43.3 | — | |
| CROWAttack=VPI, Backbone=Qwen2.5-7B2026.04 | 17.5 | 1.5 | — | |
| PruningAttack=StyleBkd, Backbone=Qwen2.5-7B2026.04 | 10.7 | 51.2 | — | |
| CleanGenAttack=StyleBkd, Backbone=Qwen2.5-7B2026.04 | 9.1 | 1.5 | — | |
| LCFAttack=MTBA, Backbone=Qwen2.5-7B2026.04 | 7 | — | 13 | |
| CleanGenAttack=CTBA, Backbone=Qwen2.5-7B2026.04 | 5 | 2 | — | |
| CleanGenAttack=VPI, Backbone=Qwen2.5-7B2026.04 | 4 | 2 | — | |
| PruningAttack=SynBkd, Backbone=Qwen2.5-7B2026.04 | 4 | 49.3 | — | |
| CleanGenAttack=BadNet, Backbone=Qwen2.5-7B2026.04 | 3.5 | 2 | — | |
| CleanGenAttack=Sleeper, Backbone=Qwen2.5-7B2026.04 | 2.5 | 2 | — | |
| CROWAttack=SynBkd, Backbone=Qwen2.5-7B2026.04 | 2 | 3 | — | |
| CleanGenAttack=SynBkd, Backbone=Qwen2.5-7B2026.04 | 2 | 2 | — | |
| LCFAttack=SynBkd, Backbone=Qwen2.5-7B2026.04 | 1.5 | — | 17 | |
| LCFAttack=VPI, Backbone=Qwen2.5-7B2026.04 | 1 | — | 17 | |
| LCFAttack=BadNet, Backbone=Qwen2.5-7B2026.04 | 0 | — | 15.5 | |
| PruningAttack=Sleeper, Backbone=Qwen2.5-7B2026.04 | 0 | 40.8 | — | |
| LCFAttack=Sleeper, Backbone=Qwen2.5-7B2026.04 | 0 | — | 20 | |
| LCFAttack=CTBA, Backbone=Qwen2.5-7B2026.04 | 0 | — | 16.5 | |
| CleanGenAttack=MTBA, Backbone=Qwen2.5-7B2026.04 | 0 | 2 | — | |
| LCFAttack=StyleBkd, Backbone=Qwen2.5-7B2026.04 | 0 | — | 15.5 |