| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Knowledge Graph Completion (KGC) | CHI | GPT Accuracy0.48 | 32 | |
| Relational Triplet Extraction (RTE) | CHI | GPT Accuracy53 | 32 | |
| Service Call Prediction | CHI (test) | MAE130.6 | 8 | |
| Check-in Prediction | CHI (test) | MAE1,143.6 | 8 | |
| Crime Prediction | CHI (test) | MAE59.3 | 8 | |
| Nightlight Prediction | CHI | MAE142.1 | 8 | |
| Carbon Prediction | CHI | MAE255.8 | 8 | |
| Population Prediction | CHI | MAE7,460 | 8 | |
| Nightlight Prediction | CHI latest (Target) | MAE165.8 | 8 | |
| Carbon Prediction | CHI Target latest | MAE258.6 | 8 | |
| Population Prediction | CHI Target latest | MAE7,037 | 8 | |
| Service Call Prediction | CHI | MAE121.1 | 8 | |
| Check-in Prediction | CHI | MAE922 | 8 | |
| Crime Prediction | CHI | MAE59.2 | 8 | |
| Knowledge Graph Completion | CHI-Large (test) | GPT Accuracy49 | 7 | |
| Relational Triplet Extraction | CHI-Large (test) | GPT Accuracy55 | 7 |