Item-level Unlearning on Industrial & Scientific (Retain)
11.9HR@5Original
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| OriginalBackbone=LETTER2026.06 | 11.9 | 16.5 | 8.6 | 10.2 | 8.7 | 84.7 | |
| OriginalBackbone=ETEGRec2026.06 | 11.7 | 16.3 | 8.4 | 10.5 | 8.4 | 85.6 | |
| OriginalBackbone=MOR2026.06 | 11.5 | 16.2 | 8.3 | 9.8 | 8.5 | 86.6 | |
| TRACERBackbone=MOR2026.06 | 11.4 | 15.7 | 8.1 | 9.8 | 8.1 | 83.4 | |
| FLATBackbone=LETTER2026.06 | 11.4 | 15.6 | 8.3 | 9.3 | 8.3 | 71.5 | |
| PISCESBackbone=LETTER2026.06 | 11.4 | 15.1 | 7.7 | 9.8 | 8 | 79 | |
| TRACERBackbone=LETTER2026.06 | 11.4 | 16.4 | 8.4 | 10.1 | 8.4 | 84.2 | |
| TRACERBackbone=ETEGRec2026.06 | 11.3 | 16.1 | 8.3 | 10.6 | 8.3 | 81.1 | |
| BLURBackbone=LETTER2026.06 | 11.2 | 16.1 | 8.3 | 10 | 8.3 | 66.2 | |
| BLURBackbone=ETEGRec2026.06 | 11.2 | 16 | 7.9 | 10.5 | 8.2 | 68.8 | |
| PISCESBackbone=ETEGRec2026.06 | 11.2 | 15 | 7.5 | 10.2 | 8.1 | 79.8 | |
| FLATBackbone=MOR2026.06 | 11.1 | 15.5 | 8.1 | 8.7 | 7.9 | 70.3 | |
| FLATBackbone=ETEGRec2026.06 | 11.1 | 15.4 | 8.2 | 9.7 | 7.9 | 72.3 | |
| BLURBackbone=MOR2026.06 | 11 | 15.6 | 8.1 | 9.6 | 8.1 | 66.3 | |
| PISCESBackbone=MOR2026.06 | 10.8 | 15 | 7.4 | 9.3 | 7.9 | 79.9 | |
| OriginalBackbone=TIGER2026.06 | 9.5 | 13.4 | 7.6 | 9.2 | 7.4 | 83.3 | |
| OriginalBackbone=P5SID2026.06 | 9.5 | 13.9 | 7.5 | 9.3 | 7.4 | 86.8 | |
| TRACERBackbone=P5SID2026.06 | 9.3 | 13.8 | 7.6 | 9.4 | 7.2 | 82.9 | |
| BLURBackbone=TIGER2026.06 | 9.2 | 13.2 | 7.2 | 9 | 7.2 | 66.1 | |
| TRACERBackbone=TIGER2026.06 | 9.2 | 13.3 | 7.4 | 9.3 | 7.3 | 83.3 | |
| FLATBackbone=P5SID2026.06 | 9.2 | 13.2 | 7.5 | 8.5 | 6.9 | 73 | |
| FLATBackbone=TIGER2026.06 | 9 | 12.9 | 7.4 | 8.3 | 7.1 | 69.9 | |
| BLURBackbone=P5SID2026.06 | 8.9 | 13.3 | 7.2 | 9.3 | 7.1 | 66.4 | |
| PISCESBackbone=P5SID2026.06 | 8.9 | 12.7 | 7 | 9.1 | 6.8 | 77.6 | |
| REPNoiseBackbone=LETTER2026.06 | 8.9 | 8.9 | 5 | 8 | 7.6 | 62.5 | |
| PISCESBackbone=TIGER2026.06 | 8.8 | 12.4 | 6.7 | 9.1 | 7.1 | 79.6 | |
| REPNoiseBackbone=ETEGRec2026.06 | 8.6 | 8.8 | 4.9 | 8.3 | 7.4 | 61.3 | |
| RMUBackbone=LETTER2026.06 | 8.4 | 8.1 | 6.6 | 5.4 | 7.7 | 73.5 | |
| REPNoiseBackbone=MOR2026.06 | 8.3 | 8.6 | 4.6 | 7.5 | 7.6 | 62.2 | |
| RMUBackbone=ETEGRec2026.06 | 8.3 | 8.1 | 6.5 | 5.2 | 7.3 | 71.4 | |
| RMUBackbone=MOR2026.06 | 8 | 8 | 6.1 | 4.9 | 7.5 | 73.5 | |
| ELMBackbone=LETTER2026.06 | 8 | 13.4 | 5.8 | 8.5 | 8 | 82.9 | |
| ELMBackbone=MOR2026.06 | 7.7 | 13.1 | 5.6 | 8.1 | 7.8 | 81.7 | |
| ELMBackbone=ETEGRec2026.06 | 7.7 | 13.1 | 5.9 | 9 | 7.5 | 80.7 | |
| REPNoiseBackbone=P5SID2026.06 | 7 | 7.5 | 4.3 | 7.1 | 6.6 | 63.5 | |
| RMUBackbone=P5SID2026.06 | 6.9 | 6.7 | 5.5 | 4.9 | 6.5 | 73.8 | |
| REPNoiseBackbone=TIGER2026.06 | 6.8 | 7.2 | 4.1 | 7.4 | 6.7 | 63 | |
| RMUBackbone=TIGER2026.06 | 6.6 | 6.3 | 5.7 | 4.9 | 6.6 | 73.4 | |
| ELMBackbone=P5SID2026.06 | 6.4 | 11.4 | 5.2 | 7.7 | 6.8 | 82.7 | |
| ELMBackbone=TIGER2026.06 | 6.2 | 10.8 | 5.4 | 7.8 | 6.9 | 83.1 |