| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Lifelong Model Editing | WikiBigEdit | Efficacy81.22 | 63 | |
| Model Editing | WikiBigEdit | Efficacy79.6 | 49 | |
| Model Editing | WikiBigEdit | MMLU69.5 | 34 | |
| Hallucination Correction | WikiBigEdit | Error Rate (ERR)1 | 24 | |
| Model Editing | WikiBigEdit 3,000 samples (test) | Reliability99.9 | 13 | |
| Sequential Model Editing | WikiBigEdit (500K edits) | Efficacy74.54 | 12 | |
| Model Editing | WikiBigEdit 500K edits | Efficacy74.54 | 9 | |
| Sequential Knowledge Editing | WikiBigEdit | Reliability99.2 | 6 |