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cs.CL2026
Finding Icebergs in Language-Model Workflow: Diagnosing Latent Structural Fragility with Stochastic Semantic Evidence Graphs
Matthew F. Dixon, Matthew Francis Dixon, Bertrand Nortier +1
AI-workflow governance cannot be reduced to checking the final answer: an apparently safe answer may rest on a fragile evidence path that ordinary evaluation cannot see, localize o…
cs.CL2026
Foundations of Stochastic Lexical Calculus: Semantic Descent and Random Dynamics on Probability Simplices
Matthew F Dixon
Large language models produce prompt-dependent probabilities over words, whereas scientific systems require uncertainty over meaningful states that can be updated as evidence arriv…