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Cross-Loop Query Handoff: How Later Loops Redirect Two-Hop Retrieval in the Ouro Looped Language Models

Ziyu Mu, Zehua Wang

Transplants attention queries from later loops into earlier ones to test how Ouro retrieves two-hop answers. Controlled swaps support bridge-conditioned retrieval on synthetic questions, with weaker results on natural questions and differences between candidate ranking and generated answers.

First public: · Added to this list: November 2, 2026

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ArXiv preprint

arXiv:2610.34639 · Initial submission: 2026-10-25

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Recurrent reasoning — Repeat parts of the model or keep intermediate information in memory while working through a problem. Some methods also learn how many passes to run.

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