Foundations of Stochastic Lexical Calculus: Semantic Descent and Random Dynamics on Probability Simplices
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arXiv:2609.20207v1 Announce Type: cross Abstract: Large language models produce prompt-dependent probabilities over words, whereas scientific systems require uncertainty over meaningful states that can be updated as evidence arrives. We develop an observable framework for determining when language-…
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- 2026-09-18 04:00 · arXiv stat.ML
Foundations of Stochastic Lexical Calculus: Semantic Descent and Random Dynamics on Probability Simplices