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News/How Much Is One Recurrence Worth? Iso-Depth Scaling Laws for Looped Language Models
arxiv
PublishedApril 24, 2026 at 4:00 AM
—neutral

How Much Is One Recurrence Worth? Iso-Depth Scaling Laws for Looped Language Models

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arXiv:2604.21106v1 Announce Type: cross Abstract: We measure how much one extra recurrence is worth to a looped (depth-recurrent) language model, in equivalent unique parameters. From an iso-depth sweep of 116 pretraining runs across recurrence counts $r \in \{1, 2, 4, 8\}$ spanning ${\sim}50\times$

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