| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| ACE 2005 | F1 Score74.7 | 27 | 1mo ago | ||
| MAVEN (test) | F1 Score68.8 | 26 | 1mo ago | ||
| ACE05-E+ (Evaluation) | APEX Prompt | F1 Score74.9 | 23 | 1mo ago | |
| ERE | APEX Prompt | F1 Score63.4 | 23 | 1mo ago | |
| GazeCom | Ours (I-VT) | Precision95.74 | 16 | 2d ago | |
| ACE 2005 (test) | MLBiNet | F1 Score78.6 | 15 | 1mo ago | |
| MAVEN 45-way (test) | MetaEvent | F1 Score94.86 | 14 | 1mo ago | |
| FewEvent 10-way (test) | MetaEvent | F1 Score0.9576 | 14 | 1mo ago | |
| ACE05 2-shot (test) | Unified Baseline | F1 Score46 | 13 | 1mo ago | |
| EMIT Fulltile sources (test) | Detected225 | 10 | 24d ago | ||
| PRISMA Fulltile sources (test) | Detected Events Count123 | 8 | 24d ago | ||
| ACE05 (test dev) | ER | Micro-F1 (Session 1)59.6 | 8 | 1mo ago | |
| MAVEN (test dev) | EMP | Micro-F1 (Session 1)67.8 | 8 | 1mo ago | |
| EnMAP (Fulltile sources) | Detected Events116 | 7 | 24d ago | ||
| MAVEN | Llama 3 | Macro Precision56.82 | 7 | 1mo ago | |
| MAVEN 5-shot (test) | Unified Baseline | F1 Score54.7 | 6 | 1mo ago | |
| FewEvent (test) | MetaEvent | F1 Score68.37 | 6 | 1mo ago | |
| PHEE | KnowCoder-X | F1 Score67.03 | 5 | 1mo ago | |
| MAVEN X-shot (test) | BinBin | Overall Score64.96 | 5 | 1mo ago | |
| ERE 10-shot (test) | Unified Baseline | F1 Score48.4 | 5 | 1mo ago | |
| OntoEvent (test) | OntoED | Precision42.13 | 5 | 1mo ago | |
| ICPR 2026 RARE-VISION hidden (test) | VISTA | mAP@0.547.06 | 4 | 29d ago | |
| VAD | Delay (ms)10 | 4 | 1mo ago | ||
| FewEC | KnowCoder-X | F1 Score84.87 | 4 | 1mo ago | |
| CCF Law | KnowCoder-X | F1 Score68.9 | 4 | 1mo ago |
