| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Time Series Forecasting | fev-bench | Average Win Rate91.7 | 25 | |
| Time Series Forecasting | Fev-bench (test) | MSE0.68 | 21 | |
| Probabilistic Marginal Forecasting | fev-bench marginal forecasting v0.7.0 | Win Rate91.7 | 19 | |
| Point Forecasting | fev-bench v0.7.0 | Win Rate86.9 | 19 | |
| Probabilistic Univariate Time Series Forecasting | fev-bench-uni | SQL0.5405 | 14 | |
| Time-Series Forecasting | fev-bench 100 tasks | Win Rate86.9 | 12 | |
| Univariate Forecasting | fev-bench 100 tasks | MASE1.081 | 9 | |
| Time Series Forecasting | fev-bench univariate setting | Median Inference Time (s/window)1.28 | 8 | |
| Forecasting | fev-bench 30 covariate-aware tasks (test) | MASE1.034 | 8 |