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News/Sparse Layers are Critical to Scaling Looped Language Models
arxiv
PublishedMay 12, 2026 at 4:00 AM
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Sparse Layers are Critical to Scaling Looped Language Models

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arXiv:2605.09165v1 Announce Type: cross Abstract: Looped language models repeat a set of transformer layers through depth, reducing memory costs and providing natural early-exit points at loop boundaries. However, looped models do not scale as favorably as standard transformers with unique layers. W

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