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Mark Shapiro

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Preprint Jul 2026

Retrofitting Recurrent Depth into a Pretrained Language Model: Installation, Extrapolation, Transfer, and Retention at Two Parameter Budgets

An iterative transformer can perform deeper reasoning in latent space faster than comparable or larger models fine-tuned on the same task, in a system-level comparison.

Mark Shapiro · 0 citations