FEV-Bench: leaderboard
Forecast evaluation benchmark comparing time-series forecasting models across the full FEV suite with win rates under MASE, WAPE, SQL, and WQL metrics.
Metric: Average Win Rate (%). Source: huggingface.co. 32 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Timestral-209M | 89.59 | |
| 2 | t0-gamma | 87.26 | |
| 3 | timesfm-3 | 83.25 | |
| 4 | Chronos-2 | 76.03 | |
| 5 | timeh2o-v1-tiny | 74.3 | |
| 6 | Toto-2.0-2.5B | 73.69 | |
| 7 | t0-beta | 73.52 | |
| 8 | TiRex-2 | 71.66 | |
| 9 | Toto-2.0-22m | 65.81 | |
| 10 | TiRex | 64.25 |
Interactive version: theaggregate.ai/benchmark?slug=fev-bench · How It Works · Data refreshed daily, snapshot 2026-10-20.