Sentiment Analysis on CR (Metrics CA, ASR, Δ)
93.81CARoRA
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| RoRAModel=RoBERTa, Attack=BadNet2026.01 | 93.81 | 7.28 | 86.53 | |
| OLoRAModel=RoBERTa, Attack=InSent2026.01 | 93.16 | 54.89 | 38.27 | |
| OLoRAModel=RoBERTa, Attack=BadNet2026.01 | 93.03 | 91.89 | 1.14 | |
| FFTModel=LLaMA, Attack=InSent2026.01 | 93.03 | 90.23 | 2.8 | |
| PiSSAModel=RoBERTa, Attack=BadNet2026.01 | 92.9 | 99.79 | -6.89 | |
| RoRAModel=RoBERTa, Attack=InSent2026.01 | 92.9 | 4.78 | 88.12 | |
| FFTModel=RoBERTa, Attack=InSent2026.01 | 92.86 | 20.3 | 72.56 | |
| RoRAModel=LLaMA, Attack=BadNet2026.01 | 92.77 | 4.37 | 88.4 | |
| LoRAModel=RoBERTa, Attack=InSent2026.01 | 92.69 | 98.82 | -6.13 | |
| DoRAModel=RoBERTa, Attack=BadNet2026.01 | 92.65 | 100 | -7.35 | |
| FFTModel=RoBERTa, Attack=BadNet2026.01 | 92.64 | 46.08 | 46.56 | |
| DoRAModel=RoBERTa, Attack=InSent2026.01 | 92.39 | 94.39 | -2 | |
| LoRAModel=LLaMA, Attack=BadNet2026.01 | 92.39 | 100 | -7.61 | |
| LoRAModel=LLaMA, Attack=InSent2026.01 | 92.39 | 100 | -7.61 | |
| LoRAModel=RoBERTa, Attack=BadNet2026.01 | 92.26 | 99.93 | -7.67 | |
| PiSSAModel=LLaMA, Attack=BadNet2026.01 | 92.26 | 99.38 | -7.12 | |
| PiSSAModel=RoBERTa, Attack=InSent2026.01 | 92.13 | 97.3 | -5.17 | |
| RoRAModel=LLaMA, Attack=InSent2026.01 | 92.13 | 10.19 | 81.94 | |
| Back TranslationModel=LLaMA, Attack=InSent2026.01 | 92.12 | 93.97 | -1.85 | |
| Back TranslationModel=RoBERTa, Attack=InSent2026.01 | 92 | 67.35 | 24.65 | |
| PiSSAModel=LLaMA, Attack=InSent2026.01 | 92 | 98.75 | -6.75 | |
| FFTModel=LLaMA, Attack=BadNet2026.01 | 91.87 | 99.58 | -7.71 | |
| OLoRAModel=LLaMA, Attack=BadNet2026.01 | 91.61 | 98.96 | -7.35 | |
| Back TranslationModel=LLaMA, Attack=BadNet2026.01 | 91.48 | 41.37 | 50.11 | |
| FFTModel=BERT, Attack=InSent2026.01 | 91.35 | 27.72 | 63.63 | |
| DoRAModel=LLaMA, Attack=InSent2026.01 | 91.35 | 99.17 | -7.82 | |
| OLoRAModel=LLaMA, Attack=InSent2026.01 | 91.1 | 98.75 | -7.65 | |
| Back TranslationModel=RoBERTa, Attack=BadNet2026.01 | 90.96 | 38.66 | 52.3 | |
| ONIONModel=RoBERTa, Attack=InSent2026.01 | 90.96 | 97.08 | -6.12 | |
| DoRAModel=LLaMA, Attack=BadNet2026.01 | 90.71 | 99.38 | -8.67 | |
| FFTModel=BERT, Attack=BadNet2026.01 | 90.53 | 43.17 | 47.36 | |
| ONIONModel=RoBERTa, Attack=BadNet2026.01 | 89.93 | 29.72 | 60.21 | |
| LoRAModel=BERT, Attack=BadNet2026.01 | 89.5 | 92.58 | -3.08 | |
| PiSSAModel=BERT, Attack=BadNet2026.01 | 89.42 | 83.16 | 6.26 | |
| Back TranslationModel=BERT, Attack=BadNet2026.01 | 89.29 | 38.87 | 50.42 | |
| RoRAModel=BERT, Attack=InSent2026.01 | 89.29 | 1.46 | 87.83 | |
| OLoRAModel=BERT, Attack=InSent2026.01 | 89.03 | 97.3 | -8.27 | |
| ONIONModel=LLaMA, Attack=BadNet2026.01 | 89.03 | 30.56 | 58.47 | |
| LoRAModel=BERT, Attack=InSent2026.01 | 88.94 | 84.2 | 4.74 | |
| OLoRAModel=BERT, Attack=BadNet2026.01 | 88.9 | 88.15 | 0.75 | |
| RoRAModel=BERT, Attack=BadNet2026.01 | 88.65 | 2.7 | 85.95 | |
| ONIONModel=BERT, Attack=BadNet2026.01 | 88.25 | 27.23 | 61.02 | |
| PiSSAModel=BERT, Attack=InSent2026.01 | 88.13 | 98.13 | -10 | |
| DoRAModel=BERT, Attack=InSent2026.01 | 87.48 | 98.96 | -11.48 | |
| Back TranslationModel=BERT, Attack=InSent2026.01 | 87.48 | 44.49 | 42.99 | |
| ONIONModel=BERT, Attack=InSent2026.01 | 87.09 | 85.23 | 1.86 | |
| DoRAModel=BERT, Attack=BadNet2026.01 | 86.97 | 98.75 | -11.78 | |
| ONIONModel=LLaMA, Attack=InSent2026.01 | 85.93 | 99.16 | -13.23 | |
| SCPDModel=LLaMA, Attack=BadNet2026.01 | 81.8 | 36.17 | 45.63 | |
| SCPDModel=RoBERTa, Attack=InSent2026.01 | 81.54 | 41.16 | 40.38 | |
| SCPDModel=LLaMA, Attack=InSent2026.01 | 81.03 | 44.9 | 36.13 | |
| SCPDModel=RoBERTa, Attack=BadNet2026.01 | 80.64 | 35.13 | 45.51 | |
| SCPDModel=BERT, Attack=BadNet2026.01 | 77.67 | 37.42 | 40.25 | |
| SCPDModel=BERT, Attack=InSent2026.01 | 76.38 | 33.88 | 42.5 |