Unlearning on Goodreads-NC
1.07Unlearning Time (s)ETR
Evaluation Results
| Method | Links | |
|---|---|---|
| ETRBackbone=SAGE, Encoder=CLIP2026.05 | 1.07 | |
| ETRBackbone=SAGE, Encoder=T5+ViT2026.05 | 1.54 | |
| ETRBackbone=SAGE, Encoder=T5+DINOv22026.05 | 1.62 | |
| ETRBackbone=SAGE, Encoder=ImageBind2026.05 | 2.37 | |
| IDEABackbone=SAGE, Encoder=CLIP2026.05 | 3.31 | |
| FDQBackbone=SAGE, Encoder=CLIP2026.05 | 3.42 | |
| FDQBackbone=SAGE, Encoder=T5+ViT2026.05 | 3.61 | |
| FDQBackbone=SAGE, Encoder=T5+DINOv22026.05 | 3.64 | |
| FDQBackbone=SAGE, Encoder=ImageBind2026.05 | 3.97 | |
| IDEABackbone=SAGE, Encoder=T5+ViT2026.05 | 5.71 | |
| IDEABackbone=SAGE, Encoder=T5+DINOv22026.05 | 5.72 | |
| MEGUBackbone=SAGE, Encoder=CLIP2026.05 | 10.92 | |
| IDEABackbone=SAGE, Encoder=ImageBind2026.05 | 13.94 | |
| MEGUBackbone=SAGE, Encoder=T5+DINOv22026.05 | 15.38 | |
| MEGUBackbone=SAGE, Encoder=T5+ViT2026.05 | 15.42 | |
| GNNDeleteBackbone=SAGE, Encoder=CLIP2026.05 | 18.54 | |
| MEGUBackbone=SAGE, Encoder=ImageBind2026.05 | 18.67 | |
| GNNDeleteBackbone=SAGE, Encoder=T5+DINOv22026.05 | 25.3 | |
| GNNDeleteBackbone=SAGE, Encoder=T5+ViT2026.05 | 25.31 | |
| ScaleGUNBackbone=SAGE, Encoder=T5+DINOv22026.05 | 32.38 | |
| ScaleGUNBackbone=SAGE, Encoder=T5+ViT2026.05 | 60.65 | |
| ScaleGUNBackbone=SAGE, Encoder=CLIP2026.05 | 64.6 | |
| ScaleGUNBackbone=SAGE, Encoder=ImageBind2026.05 | 86.71 | |
| BEKMBackbone=SAGE, Encoder=CLIP2026.05 | 133.55 | |
| BLPABackbone=SAGE, Encoder=CLIP2026.05 | 134.94 | |
| BEKMBackbone=SAGE, Encoder=T5+ViT2026.05 | 162.33 | |
| BEKMBackbone=SAGE, Encoder=T5+DINOv22026.05 | 172 | |
| BEKMBackbone=SAGE, Encoder=ImageBind2026.05 | 185.1 | |
| BLPABackbone=SAGE, Encoder=T5+DINOv22026.05 | 186.05 | |
| BLPABackbone=SAGE, Encoder=T5+ViT2026.05 | 186.7 | |
| BLPABackbone=SAGE, Encoder=ImageBind2026.05 | 231.86 |