M4
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Short-term forecasting | M4 Yearly | MASE0.091 | 168 | |
| Short-term forecasting | M4 Quarterly | MASE0.062 | 166 | |
| Short-term forecasting | M4 Monthly | MASE0.709 | 150 | |
| Short-term forecasting | M4 (Others) | SMAPE3.789 | 108 | |
| Short-term time series forecasting | M4 Average | SMAPE11.73 | 80 | |
| Short-term forecasting | M4 | SMAPE4.633 | 74 | |
| Short-term forecasting | M4 Weighted Average | SMAPE11.618 | 57 | |
| Time Series Forecasting | M4 Daily | MAPE1.096 | 48 | |
| AI-generated text detection | M4 | AUROC93 | 41 | |
| Multi-contrast MRI Reconstruction | M4raw | PSNR (dB)35.71 | 37 | |
| Short-term forecasting | M4 (test) | SMAPE11.701 | 35 | |
| Machine-Generated Text Detection | M4 | TP @ 20%87.28 | 32 | |
| Short-term time series forecasting | M4 weighted average from all datasets (test) | sMAPE11.829 | 30 | |
| Single-target AI-generated Text Detection | M4 | AUROC@196 | 25 | |
| Time-series forecasting | M4 monthly | sCRPS1.205 | 22 | |
| Univariate Time Series Forecasting | M4 | SMAPE11.863 | 18 | |
| Time Series Forecasting | M4 Weekly | MASE0.354 | 17 | |
| Counterfactual Generation | M4 | Compactness97.7 | 16 | |
| Counterfactual generation | M4 | Ratio100 | 16 | |
| Conditional Probabilistic Forecasting | GluonTS M4-Hourly 5, 6 (test) | CRPS0.023 | 13 | |
| Time series forecasting | M4 Hourly | Median MAE12 | 13 | |
| Time Series Forecasting | M4 Hourly | Mean RMSE312.98 | 13 | |
| Time Series Forecasting | M4 Hourly | Mean MAE257.39 | 13 | |
| Time Series Forecasting | M4 Hourly | MASE1.34 | 13 | |
| Time series forecasting | M4 Hourly | Median RMSE17.25 | 13 |
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