| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Counterfact | EAMET | Efficacy9,387 | 362 | 1d ago | |
| ZSRE | JNO | Generality97.62 | 268 | 1d ago | |
| MMEdit E-VQA | In-Context Editing | Reliability100 | 61 | 3mo ago | |
| VLKEB | LiveEdit | Reliability98.77 | 45 | 3mo ago | |
| RippleEdits POPULAR (full requested-edit set) | SAKE | Rel.99.2 | 30 | 1d ago | |
| WikiUpdate | CoT2Edit | Edit Success85.89 | 30 | 1mo ago | |
| Counterfact uns | CoT2Edit | Edit Success Rate94.56 | 30 | 1mo ago | |
| MQuAKE | CoT2Edit | Edit Success Rate99.95 | 30 | 15d ago | |
| ZsRE 10,000 facts | GRACE | Reliability100 | 27 | 3mo ago | |
| Counterfact 10,000 facts | GRACE | Relational Score10,000 | 27 | 3mo ago | |
| MMEdit E-IC | LLaVA | Reliability99.88 | 26 | 9d ago | |
| MMEdit E-IC 1.0 (test) | Reliability100 | 24 | 3mo ago | ||
| E-VQA MMEdit 1.0 (test) | Reliability100 | 24 | 3mo ago | ||
| EVOKE | ROME | DP53.1 | 23 | 12d ago | |
| COUNTERFACT RS | RETS | Efficacy100 | 23 | 12d ago | |
| MzsRE Edit: EN, Test: EN | IKE | Reliability10,000 | 23 | 3mo ago | |
| EVK-Bench | Embedding Stability (ES)100 | 21 | 3mo ago | ||
| Counterfact Full (test) | MEMIT | Rel. Accuracy99 | 21 | 3mo ago | |
| ZsRE (evaluation) | ONCEEDIT | Reliability99 | 21 | 3mo ago | |
| Counterfact | LightEdit | AVG Score92.96 | 20 | 1mo ago | |
| CHED | SUIT | S95.7 | 19 | 3mo ago | |
| MQuAKE-CF 4-hop v2 | CODE | H-Acc90 | 18 | 6d ago | |
| MQuAKE-CF 3-hop v2 | CODE | H-Acc91.6 | 18 | 6d ago | |
| MQuAKE-CF 2-hop v2 | CODE | H-Acc89.8 | 18 | 6d ago | |
| ZsRE (test) | GRACE | Normalized Editing Time0.65 | 18 | 3mo ago |
