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Present but Hard to Read: Probing Latent Reasoning with Minimal Pairs

Aur Shalev Merin

Uses controlled prompt changes and interventions to separate information present in hidden states from what a probe can read and what a model actually uses. Tests copied digits and unwritten arithmetic intermediates in a looped model and a standard transformer.

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

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ArXiv preprint

arXiv:2610.28498 · Initial submission: 2026-10-20

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Analysis and evaluation — Measure how well these methods work, investigate what their internal computation does, and identify where they fail. This includes experiments, studies of model internals, and mathematical results.