Recommendation Unlearning on Industrial & Scientific (Forget)
24.9HR@5Original
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| OriginalBackbone=ETEGRec2026.06 | 24.9 | 29.7 | 20 | 20 | 19.5 | |
| OriginalBackbone=LETTER2026.06 | 23.1 | 28.8 | 18.5 | 20.1 | 18.4 | |
| OriginalBackbone=ETEGRec2026.06 | 20.9 | 26.7 | 13 | 16.2 | 12.9 | |
| OriginalBackbone=MOR2026.06 | 20.6 | 25.6 | 16.7 | 18.7 | 16.7 | |
| RMUBackbone=ETEGRec2026.06 | 19.6 | 26.4 | 17.2 | 16.5 | 17.2 | |
| ELMBackbone=ETEGRec2026.06 | 19.3 | 24.9 | 15.2 | 16 | 17.1 | |
| OriginalBackbone=LETTER2026.06 | 19.2 | 25.8 | 12.1 | 16.2 | 12.1 | |
| BLURBackbone=ETEGRec2026.06 | 19.1 | 24.5 | 14.7 | 16 | 16.5 | |
| REPNoiseBackbone=ETEGRec2026.06 | 18.7 | 21.3 | 14.6 | 14.1 | 16 | |
| RMUBackbone=LETTER2026.06 | 18.2 | 25.6 | 15.9 | 16.5 | 16.3 | |
| ELMBackbone=LETTER2026.06 | 18 | 24.2 | 14.3 | 16.2 | 16 | |
| RMUBackbone=LETTER2026.06 | 17.8 | 20.7 | 10.8 | 13.7 | 11 | |
| RMUBackbone=ETEGRec2026.06 | 17.8 | 21.5 | 11.4 | 14.5 | 11.6 | |
| OriginalBackbone=P5SID2026.06 | 17.7 | 21.9 | 15.2 | 17 | 14.7 | |
| FLATBackbone=ETEGRec2026.06 | 17.6 | 19.3 | 12.6 | 13.3 | 14.7 | |
| BLURBackbone=LETTER2026.06 | 17.5 | 23.4 | 13.5 | 15.9 | 15.6 | |
| ELMBackbone=ETEGRec2026.06 | 17.4 | 21.1 | 11 | 14.1 | 11.2 | |
| OriginalBackbone=TIGER2026.06 | 17.3 | 22.7 | 15.2 | 17.2 | 14.9 | |
| REPNoiseBackbone=LETTER2026.06 | 17.2 | 20.3 | 13.5 | 13.9 | 15.1 | |
| OriginalBackbone=MOR2026.06 | 17 | 23 | 11 | 15 | 11 | |
| BLURBackbone=ETEGRec2026.06 | 16.9 | 20.7 | 10.6 | 13.6 | 10.8 | |
| ELMBackbone=LETTER2026.06 | 16.7 | 20.2 | 10.4 | 13.3 | 10.7 | |
| BLURBackbone=LETTER2026.06 | 16.4 | 19.8 | 10.1 | 12.9 | 10.4 | |
| RMUBackbone=MOR2026.06 | 16.4 | 22.6 | 14.2 | 15.5 | 14.8 | |
| FLATBackbone=LETTER2026.06 | 16.3 | 18.4 | 11.7 | 13.6 | 13.7 | |
| ELMBackbone=MOR2026.06 | 15.9 | 21.5 | 13 | 15.1 | 14.4 | |
| FLATBackbone=ETEGRec2026.06 | 15.8 | 18.9 | 9.7 | 12.4 | 10.1 | |
| BLURBackbone=MOR2026.06 | 15.6 | 21.1 | 12.5 | 14.6 | 14.1 | |
| REPNoiseBackbone=ETEGRec2026.06 | 15.4 | 18.5 | 9.5 | 12.1 | 9.9 | |
| REPNoiseBackbone=MOR2026.06 | 15.2 | 18.3 | 12.4 | 13.1 | 13.4 | |
| RMUBackbone=MOR2026.06 | 15.1 | 18.1 | 9.4 | 12.1 | 9.8 | |
| OriginalBackbone=P5SID2026.06 | 14.8 | 19.8 | 10 | 13.6 | 9.7 | |
| FLATBackbone=LETTER2026.06 | 14.8 | 17.7 | 9.1 | 11.6 | 9.7 | |
| PISCESBackbone=ETEGRec2026.06 | 14.8 | 16.7 | 11.9 | 11.6 | 13.6 | |
| REPNoiseBackbone=LETTER2026.06 | 14.5 | 17.4 | 9 | 11.4 | 9.6 | |
| FLATBackbone=MOR2026.06 | 14.5 | 16.6 | 10.9 | 12.4 | 12.4 | |
| OriginalBackbone=TIGER2026.06 | 14.4 | 20.3 | 9.9 | 13.9 | 9.9 | |
| ELMBackbone=MOR2026.06 | 14.3 | 17.6 | 9.1 | 11.6 | 9.6 | |
| RMUBackbone=P5SID2026.06 | 14 | 19.3 | 13.1 | 14.2 | 13.1 | |
| BLURBackbone=MOR2026.06 | 13.9 | 17.1 | 8.7 | 11.1 | 9.3 | |
| ELMBackbone=P5SID2026.06 | 13.8 | 18.5 | 11.6 | 13.7 | 12.7 | |
| PISCESBackbone=LETTER2026.06 | 13.8 | 16.2 | 11 | 11.6 | 12.6 | |
| PISCESBackbone=ETEGRec2026.06 | 13.7 | 16.8 | 8.4 | 10.8 | 9.5 | |
| BLURBackbone=P5SID2026.06 | 13.7 | 17.8 | 11.3 | 13.3 | 12.3 | |
| RMUBackbone=TIGER2026.06 | 13.4 | 20.2 | 13 | 14.4 | 13.4 | |
| ELMBackbone=TIGER2026.06 | 13.3 | 18.9 | 11.9 | 13.8 | 12.9 | |
| REPNoiseBackbone=P5SID2026.06 | 13.2 | 15.6 | 11.2 | 11.8 | 11.8 | |
| REPNoiseBackbone=MOR2026.06 | 13.1 | 16.3 | 8.1 | 10.5 | 8.9 | |
| RMUBackbone=P5SID2026.06 | 13.1 | 15.1 | 8.4 | 10.6 | 8.5 | |
| BLURBackbone=TIGER2026.06 | 13 | 18.7 | 11.1 | 13.6 | 12.8 | |
| RMUBackbone=TIGER2026.06 | 12.8 | 15.3 | 8.3 | 10.9 | 8.6 | |
| REPNoiseBackbone=TIGER2026.06 | 12.8 | 16 | 11.1 | 12 | 12.2 | |
| PISCESBackbone=LETTER2026.06 | 12.5 | 15.3 | 7.7 | 9.9 | 9.2 | |
| FLATBackbone=P5SID2026.06 | 12.4 | 14.1 | 9.7 | 11.4 | 11.1 | |
| ELMBackbone=P5SID2026.06 | 12.3 | 14.5 | 8 | 10.2 | 8.3 | |
| FLATBackbone=TIGER2026.06 | 12.3 | 14.5 | 9.6 | 11.4 | 11.1 | |
| BLURBackbone=P5SID2026.06 | 12.1 | 14.2 | 7.7 | 9.9 | 8 | |
| PISCESBackbone=MOR2026.06 | 12.1 | 14.3 | 10 | 10.8 | 11.7 | |
| FLATBackbone=MOR2026.06 | 11.9 | 14.8 | 7.4 | 9.6 | 8.2 | |
| ELMBackbone=TIGER2026.06 | 11.9 | 14.9 | 7.9 | 10.3 | 8.4 | |
| TRACERBackbone=ETEGRec2026.06 | 11.9 | 14 | 10.7 | 10.4 | 12.7 | |
| BLURBackbone=TIGER2026.06 | 11.6 | 14.5 | 7.6 | 10 | 8.1 | |
| REPNoiseBackbone=P5SID2026.06 | 11.1 | 13.4 | 7.1 | 9.2 | 7.6 | |
| TRACERBackbone=ETEGRec2026.06 | 11.1 | 14.5 | 7.5 | 9.8 | 8.7 | |
| TRACERBackbone=LETTER2026.06 | 10.9 | 13.6 | 9.6 | 10.6 | 11.9 | |
| REPNoiseBackbone=TIGER2026.06 | 10.7 | 13.7 | 7 | 9.4 | 7.7 | |
| PISCESBackbone=P5SID2026.06 | 10.3 | 12.1 | 9.3 | 9.7 | 10.3 | |
| TRACERBackbone=LETTER2026.06 | 10.2 | 13.3 | 6.8 | 9 | 8.1 | |
| PISCESBackbone=TIGER2026.06 | 10.2 | 12.6 | 9.1 | 9.7 | 10.4 | |
| PISCESBackbone=MOR2026.06 | 10.1 | 12.9 | 6.6 | 8.6 | 7.6 | |
| TRACERBackbone=MOR2026.06 | 9.7 | 12.2 | 8.9 | 9.7 | 10.6 | |
| FLATBackbone=TIGER2026.06 | 9.6 | 12.4 | 6.3 | 8.5 | 7.1 | |
| FLATBackbone=P5SID2026.06 | 9.5 | 12.2 | 6 | 8.2 | 7 | |
| TRACERBackbone=P5SID2026.06 | 8.7 | 10.4 | 7.9 | 8.9 | 9.5 | |
| PISCESBackbone=P5SID2026.06 | 8.5 | 11.1 | 5.4 | 7.4 | 6.5 | |
| PISCESBackbone=TIGER2026.06 | 8.3 | 11.4 | 5.5 | 7.5 | 6.6 | |
| TRACERBackbone=TIGER2026.06 | 8.3 | 10.7 | 8 | 9.2 | 9.5 | |
| TRACERBackbone=MOR2026.06 | 8 | 11 | 5.8 | 7.9 | 7.1 | |
| TRACERBackbone=P5SID2026.06 | 6.3 | 9 | 4.5 | 6.6 | 6 | |
| TRACERBackbone=TIGER2026.06 | 6.1 | 8.7 | 4.7 | 6.6 | 6.1 |