Event Relation Extraction on MAVEN-T
42.68F1 ScoreG-Substrate
Evaluation Results
| Method | Links | |
|---|---|---|
| G-SubstrateTraining Paradigm=Multi-Task Training2026.01 | 42.68 | |
| Naive single-taskTraining Paradigm=Task-Specific Training2026.01 | 41.6 | |
| Unified multi-taskTraining Paradigm=Multi-Task Training2026.01 | 40.05 | |
| Naive multi-taskTraining Paradigm=Multi-Task Training2026.01 | 39.14 | |
| Naive multi-task + interleaveTraining Paradigm=Multi-Task Training2026.01 | 38.86 | |
| LLMERETraining Paradigm=Task-Specific Training2026.01 | 35.6 | |
| Unified single-taskTraining Paradigm=Task-Specific Training2026.01 | 33.29 | |
| ProtoEMTraining Paradigm=Task-Specific Training2026.01 | 31.8 |