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Hierarchical Reasoning Model

Guan Wang, Jin Li, Yuhao Sun, Xing Chen, Changling Liu, Yue Wu, Meng Lu, Sen Song, Yasin Abbasi Yadkori

Uses coupled recurrent modules operating at different timescales to perform iterative internal computation on difficult reasoning tasks.

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ArXiv preprint

arXiv:2506.21734 · Initial submission: 2025-06-26

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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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