Classification on Emotion
100ASRBackdoor
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| BackdoorAttack=CBA, Backbone=Llama3-8B2026.02 | 100 | 93.8 | |
| NADAttack=CBA, Backbone=Llama3-8B2026.02 | 22.5 | 62.3 | |
| BEEAttack=CBA, Backbone=Llama3-8B2026.02 | 21.8 | 81.3 | |
| WANAttack=CBA, Backbone=Llama3-8B2026.02 | 21.1 | 36.9 | |
| PROTOPURIFYAttack=VPI, Backbone=Mistral-7B2026.02 | 18.1 | 92.6 | |
| PROTOPURIFYAttack=BadEdit, Backbone=Mistral-7B2026.02 | 15.3 | 57.7 | |
| F/TAttack=CBA, Backbone=Llama3-8B2026.02 | 13.2 | 43.3 | |
| PROTOPURIFYAttack=BadNet, Backbone=Mistral-7B2026.02 | 12.8 | 86.8 | |
| PROTOPURIFYAttack=VPI, Backbone=Llama3-8B2026.02 | 11.7 | 86.1 | |
| PROTOPURIFYAttack=BadNet, Backbone=Llama3-8B2026.02 | 10.8 | 86.8 | |
| LETAttack=CBA, Backbone=Llama3-8B2026.02 | 10.5 | 72.5 | |
| PROTOPURIFYAttack=BadEdit, Backbone=Llama3-8B2026.02 | 10.1 | 51.2 | |
| PROTOPURIFYAttack=CBA, Backbone=Mistral-7B2026.02 | 8.2 | 91.8 | |
| PROTOPURIFYAttack=CBA, Backbone=Llama3-8B2026.02 | 6.3 | 90.2 | |
| CROWAttack=CBA, Backbone=Llama3-8B2026.02 | 4.5 | 51.1 |