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On Reasoning Correctness Directions

Munachiso Samuel Nwadike, Zayd M. K. Zuhri, Rifo Genadi, Abzal Nurgazy, Ali Mekky, Alham Fikri Aji, Zangir Iklassov, Kentaro Inui

Studies hidden-state directions that predict correctness during written arithmetic search traces. Compares linear probes, activation differences, and optimized steering vectors, finding that readable correctness signals do not yield consistent improvements when used to steer generation.

First public: · Added to this list: October 22, 2026

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ArXiv preprint

arXiv:2610.25464 · Initial submission: 2026-10-18

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