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cs.CL2026
The Randomness Floor: Measuring Intrinsic Non-Randomness in Language Model Token Distributions
Jarosław Hryszko
Language models cannot be random. This paper introduces Entropic Deviation (ED), the normalised KL divergence between a model's token distribution and the uniform distribution, and…
cs.AI2026
Do Large Language Models Get Caught in Hofstadter-Mobius Loops?
Jaroslaw Hryszko
In Arthur C. Clarke's 2010: Odyssey Two, HAL 9000's homicidal breakdown is diagnosed as a "Hofstadter-Mobius loop": a failure mode in which an autonomous system receives contradict…