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arxiv_cs_lg ยท Sep 9, 2026 ยท paper

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A Later Test Set Is Not a New Domain: Pretraining Familiarity Survives a Contamination-Free Hold-Out

arxiv.orgSep 9, 2026
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Time-series foundation models are evaluated almost exclusively on public archives that predate them, so a strong score cannot be separated from having seen the test set during pretraining. The obvious remedy is a hold...

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