Valentin NOËL

Geometry of Reason: Spectral Signatures of Valid Mathematical Reasoning

Validating mathematical reasoning in large language models currently requires a trade-off between computationally expensive learned verifiers and the unreliability of output-based heuristics. We therefore propose a training-free, mechanistic alternative: spectral analysis of attention topology. By t…