README.md

---
title: TSFM Realworld Bench
emoji: 📈
colorFrom: blue
colorTo: green
sdk: gradio
sdk_version: 4.44.0
app_file: app.py
pinned: false
license: apache-2.0
python_version: 3.11.9
---

# TSFM Realworld Bench Leaderboard

Leaderboard for the **TSFM Realworld Benchmark** — evaluating time series foundation models on real-world univariate-target forecasting tasks.

Results are submitted via pull request to the [TS-Live](https://github.com/zhouziyu02/TS-Live) repository.

The leaderboard includes GIFT-Eval-style result slices aggregated by actual prediction
length, domain, and frequency, normalized per configuration against Seasonal-Naive.
The Overall tab additionally reports cumulative future-only MSE, RMSE, MAPE, quantile
CRPS, and Real-Time Gain (RTG), together with temporal Stability, Kendall Improvement,
Average Rank, pairwise Win Rate, and Elo.

Public standings use canonical metric rows and trailing 24-hour, 7-day, and
30-day target-end windows. Forecast/target snapshots and local JSONL caches are
kept out of the public Space repository.