Topic: prediction cost

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Friday, September 11, 2026

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Detectable Only Where It Is Confounded: What Verified Duplication Counts Say About Membership Evidence in Language Models

The study challenges assumptions about membership evidence in language models by showing that detectable duplications are rare and hard to verify, suggesting caution when inferring training data content from prediction ease. This matters because it impacts how reliably we can use language model behavior to deduce their training data composition.

arxiv.orgโ†—

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