Continual Toxicity Detection on DynEscape
87.17T1ContiGuard
Evaluation Results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ContiGuardContinual Strategy=Proposed2026.03 | 87.17 | 89.27 | 86.2 | 86.42 | 85.41 | 86.29 | 85.41 | 84.92 | 86.47 | 85.67 | 86.28 | 86.34 | 87.58 | |
| EWCContinual Strategy=Standard2026.03 | 84.66 | 84.88 | 76.41 | 78.48 | 77.89 | 80.89 | 78.64 | 76.01 | 79.32 | 79.81 | 75.43 | 80.25 | 81.8 | |
| CEARContinual Strategy=Standard2026.03 | 84.35 | 84.39 | 72.56 | 78.6 | 80.45 | 80.97 | 81.22 | 81.3 | 80.6 | 82.71 | 80.04 | 77.01 | 82.65 | |
| StreamTraining Strategy=Stream training2026.03 | 84.23 | 84.64 | 76.52 | 77.36 | 78.17 | 79.55 | 79.73 | 74.28 | 78.26 | 79.49 | 74.08 | 78.95 | 80.49 | |
| JointTraining Strategy=Joint training2026.03 | 84.14 | 86.63 | 85.43 | 85.07 | 84.56 | 85.05 | 85.03 | 85.31 | 85.88 | 85.63 | 85.51 | 86.31 | 86.06 | |
| EPIContinual Strategy=Standard2026.03 | 84.12 | 81.46 | 81.6 | 79.13 | 79.9 | 78.23 | 76.98 | 78.26 | 79.2 | 79.03 | 79.5 | 79.19 | 79.07 | |
| GEMContinual Strategy=Standard2026.03 | 83.94 | 84.83 | 78.39 | 79.96 | 80.82 | 80.76 | 80.56 | 78.47 | 80.99 | 80.51 | 80.23 | 81.19 | 82.03 | |
| LFLContinual Strategy=Standard2026.03 | 83.46 | 82.88 | 77.15 | 76.59 | 75.3 | 78.25 | 78.44 | 75.01 | 78.15 | 79.48 | 74.19 | 79.07 | 79.85 | |
| LWFContinual Strategy=Standard2026.03 | 83.46 | 85.08 | 79.39 | 79.86 | 76.31 | 76.92 | 75.56 | 72.58 | 72.3 | 72.29 | 74.94 | 65.4 | 76.56 | |
| SOYOContinual Strategy=Standard2026.03 | 80.47 | 81.1 | 80.12 | 79.67 | 79.52 | 79.46 | 79.27 | 79.66 | 80.07 | 80.18 | 79.99 | 80.12 | 79.98 | |
| DUCTContinual Strategy=Standard2026.03 | 78.75 | 75.51 | 67.6 | 67.97 | 66.86 | 69.47 | 70.82 | 67.29 | 62.98 | 66.87 | 56.81 | 68.01 | 60.23 |