Author

Samar M. Magdy

The University of British Columbia

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Preprint Jul 2026

LatentMT: Machine Translation with Latent Reasoning

LatentMT is introduced, the first systematic study of latent-reasoning LoopLMs for machine translation that adapts a small 2.6B-parameter backbone model with lightweight training and shows that hidden-representation differences shrink along the recurrent reasoning-step axis, supporting the observed saturation in performance.

Wei-Rui Chen, Samar M. Magdy, Chiyu Zhang et al. · 0 citations