| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| ESC cross-topic partition | SemSIn | Precision0.505 | 10 | 3mo ago | |
| Causal-TB | VR-C | Precision69 | 10 | 3mo ago | |
| EventStoryLine ESC (test) | LearnDA Full | Precision42.2 | 10 | 3mo ago | |
| Causal-TimeBank (test) | VR-C | Precision0.69 | 9 | 3mo ago | |
| CTB (test) | SERE | Precision84.3 | 5 | 28d ago | |
| ESC-intra (test) | Precision79.4 | 5 | 28d ago | ||
| MAVEN-ERE | Qwen2.5-1.5B | CHR84.69 | 4 | 1mo ago | |
| Causal-TimeBank | Qwen2.5-1.5B | CHR84.55 | 4 | 1mo ago | |
| CTB | Qwen2.5-3B-Inst: Base | Precision95 | 3 | 28d ago | |
| ESC (full) | Qwen2.5-3B-Inst: SERE | Precision79.3 | 3 | 28d ago | |
| ESC inter-sentence | Qwen2.5-3B-Inst: SERE | Precision78.8 | 3 | 28d ago | |
| ESC intra-sentence | Precision79.4 | 3 | 28d ago | ||
| ESC (random partition) | SemSIn | Precision64.2 | 3 | 3mo ago | |
| ESC inter (test) | Precision74.9 | 2 | 28d ago |
