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News/Do Language Models Need Sleep? Offline Recurrence for Improved Online Inference
arxiv
PublishedMay 28, 2026 at 4:00 AM
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Do Language Models Need Sleep? Offline Recurrence for Improved Online Inference

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arXiv:2605.26099v2 Announce Type: replace-cross Abstract: Transformer-based large language models are increasingly used for long-horizon tasks; however, their attention mechanism scales poorly with context length. To handle this, we study a sleep-like consolidation mechanism in which a model periodi

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