Author

Markus Frey

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Preprint Aug 2026

LoopMTP: A looped transformer guided by latent multi-token prediction

Multi-token prediction (MTP) supplies exactly the dense, forward-looking supervision the loop is missing, by softly aligning the hidden state of loop $t$ with the embedding of the token $t$ steps ahead, while a lightweight gate preserves useful information across iterations.

Behzad Shomali, Markus Frey, D. Berghaus et al. · 0 citations