| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| ESC cross-topic partition | SemSIn | Precision0.505 | 10 | 1mo ago | |
| Causal-TB | VR-C | Precision69 | 10 | 1mo ago | |
| EventStoryLine ESC (test) | LearnDA Full | Precision42.2 | 10 | 1mo ago | |
| Causal-TimeBank (test) | VR-C | Precision0.69 | 9 | 1mo ago | |
| MAVEN-ERE | Qwen2.5-1.5B | CHR84.69 | 4 | 3d ago | |
| Causal-TimeBank | Qwen2.5-1.5B | CHR84.55 | 4 | 3d ago | |
| ESC (random partition) | SemSIn | Precision64.2 | 3 | 1mo ago |
