| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| WikiEvents Wiki2Wiki | Ours (Qwen) | Overall F147.62 | 26 | 1mo ago | |
| WikiEvents RAMS2Wiki | Ours (LLaMA) | Overall F132.38 | 26 | 1mo ago | |
| RAMS RAMS2RAMS | Ours (LLaMA) | Overall F145.77 | 26 | 1mo ago | |
| ACE 2005 | Silent Majority | F1 Score75.2 | 21 | 4d ago | |
| ACE05-E (test) | QGA-EET5 | Arg-C Score72.8 | 20 | 1mo ago | |
| CASIE | KnowCoder-X | F1 Score64.96 | 17 | 4d ago | |
| WikiEvents (test) | DEEIA | Arg-C67 | 15 | 1mo ago | |
| RAMS | DEEIA | Arg-C53.4 | 14 | 1mo ago | |
| DocEE (test) | EM Precision36.6 | 11 | 1mo ago | ||
| ACE 2005 (test) | KnowCoder-7B | F1 Score70.3 | 11 | 1mo ago | |
| RAMS (test) | SCPRG | Span F152.32 | 10 | 1mo ago | |
| ACE05 | PAIE | Arg-I75.7 | 10 | 1mo ago | |
| PHEE | YAYI-UIE | F1 Score77.19 | 9 | 4d ago | |
| MLEE (test) | DEEIA | Arg-I Score75.2 | 9 | 1mo ago | |
| WIKIEVENTS | PAIE | Arg-C Score65.3 | 9 | 1mo ago | |
| ACE05 (test) | DEEIA | Arg-I76.3 | 7 | 1mo ago | |
| RAMS X-shot (test) | BinBin | Overall Score54.7 | 5 | 1mo ago | |
| WikiEvents EAE | GoLLIE | F1 Score52.5 | 5 | 1mo ago | |
| DuEE-Fin | KnowCoder-X | F1 Score81.09 | 4 | 1mo ago | |
| DuEE 1.0 | KnowCoder-X | F1 Score82.12 | 4 | 1mo ago | |
| imSitu (test) | REAMO | EA Score16.3 | 4 | 1mo ago | |
| M2E2 (test) | REAMO | EA Score (%)25.6 | 4 | 1mo ago | |
| CASIE EAE | GoLLIE | F1 Score55.2 | 4 | 1mo ago | |
| PHEE (test) | - | Event Argument F1- | 0 | 1mo ago | |
| CASIE (test) | - | Event Argument F1- | 0 | 1mo ago |
