FEV-Bench - WAPE: leaderboard

FEV-Bench full-suite time-series forecasting win rate under the WAPE metric.

Metric: Win Rate (%). Source: huggingface.co. 32 models tracked.

Top models

#ModelScoreOverall rank
1Timestral-209M88.9
2t0-gamma85.35
3timesfm-382.35
4Toto-2.0-2.5B74.03
5Chronos-274
6t0-beta71.81
7timeh2o-v1-tiny70.9
8TiRex-268.97
9Toto-2.0-22m65.03
10TiRex62.1

Interactive version: theaggregate.ai/benchmark?slug=fev-bench-wape · How It Works · Data refreshed daily, snapshot 2026-10-20.