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  Leaderboard for the **TSFM Realworld Benchmark** — evaluating time series foundation models on real-world multivariate forecasting tasks.
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  Results are submitted via pull request to the [TSFM_Bench](https://github.com/zhouziyu02/TSFM_Bench) repository.
 
 
 
 
 
 
 
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  Leaderboard for the **TSFM Realworld Benchmark** — evaluating time series foundation models on real-world multivariate forecasting tasks.
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  Results are submitted via pull request to the [TSFM_Bench](https://github.com/zhouziyu02/TSFM_Bench) repository.
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+ The leaderboard includes GIFT-Eval-style result slices aggregated by actual prediction
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+ length, domain, and frequency, normalized per configuration against Seasonal-Naive.
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+ The Overall tab additionally reports cumulative future-only MSE, RMSE, MAPE, quantile
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+ CRPS, and Real-Time Gain (RTG), together with temporal Stability, Kendall Improvement,
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+ Average Rank, pairwise Win Rate, and Elo.