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Author

Percy Liang

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Preprint Aug 2026

Prefix Sliding for efficient test-time scaling

Prefix Sliding is proposed, which discards tokens during reasoning that are not part of the prefix or the window of the last few thousand tokens, allowing for efficient long-horizon test-time scaling.

Niklas Muennighoff, Zhengyuan Wang, Zeya Chen et al. · 1 citation · ⚡1
Preprint Jul 2026

Extractable Memorization From First Principles

It is shown that matched comparisons enable rigorous, calibrated memorization claims, and reveal where prior setups have validity issues, which require a valid memorization claim and near-certain generation within a realistic budget.

A. F. Cooper, Marika Swanberg, Jamie Hayes et al. · 0 citations

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