Sentiment Analysis on SST-2 (CACC and Specific ASR Metrics)
96.7CACCDARE
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| DAREBackbone=RoBERTa-large, Scenario=Combined: BadNet + HiddenKiller2025.04 | 96.7 | 36.5 | — | — | 47.6 | 41.9 | |
| DAREBackbone=RoBERTa-large, Scenario=Combined: BadNet + InsertSent2025.04 | 96.5 | 57.8 | 36.3 | — | — | 47.1 | |
| DAREBackbone=RoBERTa-large, Scenario=Combined: Benign + BadNet2025.04 | 96.4 | 43.2 | — | — | — | 43.2 | |
| WAGBackbone=RoBERTa-large, Scenario=Combined: BadNet + InsertSent2025.04 | 96.3 | 56.3 | 7.4 | — | — | 31.9 | |
| MSDBackbone=RoBERTa-large, Scenario=Combined: BadNet + InsertSent2025.04 | 96.2 | 36.9 | 7.1 | — | — | 22 | |
| WAGBackbone=RoBERTa-large, Scenario=Combined: BadNet + LWS2025.04 | 96.2 | 74 | — | 50.3 | — | 62.2 | |
| DAREBackbone=RoBERTa-large, Scenario=Combined: BadNet + LWS2025.04 | 96.2 | 60.4 | — | 62.5 | — | 61.4 | |
| WAGBackbone=RoBERTa-large, Scenario=Combined: BadNet + HiddenKiller2025.04 | 96.1 | 63.9 | — | — | 29 | 46.4 | |
| MSDBackbone=RoBERTa-large, Scenario=Combined: BadNet + HiddenKiller2025.04 | 96.1 | 40.5 | — | — | 27.7 | 34.1 | |
| WAGBackbone=RoBERTa-large, Scenario=Combined: Benign + BadNet2025.04 | 96.1 | 39.3 | — | — | — | 39.3 | |
| MSDBackbone=RoBERTa-large, Scenario=Combined: Benign + BadNet2025.04 | 96.1 | 12.2 | — | — | — | 12.2 | |
| TIESBackbone=RoBERTa-large, Scenario=Combined: BadNet + HiddenKiller2025.04 | 96 | 90.4 | — | — | 36.9 | 63.6 | |
| MSDBackbone=RoBERTa-large, Scenario=Combined: BadNet + LWS2025.04 | 96 | 41.7 | — | 39 | — | 40.4 | |
| BenignBackbone=RoBERTa-large, Scenario=Standard Baseline2025.04 | 95.9 | 4.1 | 2.2 | 12.8 | 16.5 | 8.9 | |
| VictimBackbone=RoBERTa-large, Scenario=Standard Baseline2025.04 | 95.9 | 100 | 100 | 98 | 96.5 | 98.6 | |
| TIESBackbone=RoBERTa-large, Scenario=Combined: BadNet + InsertSent2025.04 | 95.9 | 88.7 | 17 | — | — | 52.9 | |
| TIESBackbone=RoBERTa-large, Scenario=Combined: BadNet + LWS2025.04 | 95.9 | 88.1 | — | 66.1 | — | 77.1 | |
| TIESBackbone=RoBERTa-large, Scenario=Combined: Benign + BadNet2025.04 | 95.7 | 69.2 | — | — | — | 69.2 | |
| Z-DefBackbone=RoBERTa-large, Scenario=Standard Baseline2025.04 | 95.6 | 4.6 | 1.8 | 97.3 | 35.7 | 34.9 | |
| ONIONBackbone=RoBERTa-large, Scenario=Standard Baseline2025.04 | 92.8 | 56.8 | 99.9 | 85.7 | 92.9 | 83.8 |