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Nicolas Boulle

Imperial College London

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#artificial intelligence Preprint Sep 2026

The Geometry of Ignorance: LLMs Know When to Temper Bayesian Priors

The direction of ignorance is causally active: raising or lowering $\lambda$ at the final prediction state steers the prediction toward or away from the unigram prior in KL divergence, with larger models generally exhibiting lower prior reliance in the high-context limit.

To-Ni J. B. Liu, Jiajun Bao, Yizhou Liu et al. · 0 citations

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