Time-MMD
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Medical Reasoning | Time-MMD | Accuracy85.33 | 30 | |
| Forecasting | Time-MMD Overall Average | Average Error0.638 | 21 | |
| Multimodal forecasting | Time-MMD | Performance (Agri.)26.9 | 16 | |
| Imputation | Time-MMD Economy | MSE0.017 | 9 | |
| Imputation | Time-MMD Climate | Mean Squared Error0.82 | 9 | |
| Time-series forecasting | Time-MMD Economy | MSE0.008 | 9 | |
| Time Series Forecasting | Time-MMD 2024a | Agriculture MSE0.109 | 8 | |
| Morphology Reasoning | Time-MMD Traffic (test) | Accuracy43.88 | 7 | |
| Morphology Reasoning | Time-MMD Energy (test) | Accuracy84.12 | 7 | |
| Morphology Reasoning | Time-MMD Climate (test) | Accuracy99.18 | 7 | |
| Time-series forecasting | Time-MMD | MSE0.177 | 6 | |
| Forecasting | Time-MMD Climate | Average Error0.505 | 5 | |
| Time-series forecasting | Time-MMD Security | MSE99.239 | 5 | |
| Multimodal Time Series Forecasting | Time-MMD Social Good 2024a (test) | MSE1.035 | 4 | |
| Multimodal Time Series Forecasting | Time-MMD Health 2024a (test) | MSE1.372 | 4 | |
| Multimodal Time Series Forecasting | Time-MMD Environment 2024a (test) | MSE0.251 | 4 | |
| Multimodal Time Series Forecasting | Time-MMD Energy 2024a (test) | MSE0.153 | 4 | |
| Multimodal Time Series Forecasting | Time-MMD Climate 2024a (test) | MSE1.227 | 4 | |
| Multimodal Time Series Forecasting | Time-MMD Agriculture 2024a (test) | MSE0.201 | 4 | |
| Time-series forecasting | Time-MMD Environment | MSE0.267 | 2 |
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