NYC
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Knowledge Graph Completion (KGC) | NYC | GPT Accuracy56 | 32 | |
| Relational Triplet Extraction (RTE) | NYC | GPT Accuracy52 | 32 | |
| Check-in Prediction | NYC Target from CHI & SF | R^20.802 | 24 | |
| Next POI Prediction | NYC | ACC@135.87 | 18 | |
| Time Series Anomaly Detection | NYC | AUC-ROC85.7 | 16 | |
| Nightlight Prediction | NYC Target from CHI & SF | R^20.891 | 16 | |
| Carbon Prediction | NYC Target from CHI & SF | R^20.531 | 16 | |
| Population Prediction | NYC Target from CHI & SF | R^20.81 | 16 | |
| Service Call Prediction | NYC Target from CHI & SF | R^20.713 | 16 | |
| Crime Prediction | NYC Target from CHI & SF | R^20.769 | 16 | |
| Next-location prediction | NYC (test) | Acc@127.34 | 14 | |
| Crowd In Forecasting | NYC | MAE11.0036 | 13 | |
| Next POI recommendation | NYC | ND@10.2451 | 12 | |
| Next-POI Recommendation | NYC (test) | Recall@564.07 | 11 | |
| Taxi Drop Prediction | NYC (test) | MAE5.8546 | 11 | |
| Taxi Pick Prediction | NYC (test) | MAE6.7581 | 11 | |
| Crowd Out Prediction | NYC (test) | MAE12.9088 | 11 | |
| Service Call Prediction | NYC (test) | MAE1,126 | 8 | |
| Check-in Prediction | NYC (test) | MAE240.7 | 8 | |
| Crime Prediction | NYC (test) | MAE57.4 | 8 | |
| Nightlight Prediction | NYC | MAE42.3 | 8 | |
| Carbon Prediction | NYC | MAE566 | 8 | |
| Population Prediction | NYC | MAE2,159 | 8 | |
| Nightlight Prediction | NYC latest (Target) | MAE44.1 | 8 | |
| Carbon Prediction | NYC latest (Target) | MAE562 | 8 |
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