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Shubhangi Ghosh

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#artificial intelligence Preprint Oct 2026

Estimating Great Expectations Under Autoregressive Language Models with Potentials

This work shows how to improve estimation precision by exploiting next-token conditional probabilities available as a by-product of sampling by using potentials: real-valued functions of prefixes that induce an additive decomposition of the test functional.

F. Re, Shubhangi Ghosh, Tim Vieira et al. · 0 citations

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