Forced-binary next-token probabilities from an instruction-tuned LLM were saturated (near-deterministic) for 17/18 question pairs, so QQ-equality verdicts did not identify a response mechanism; saturation screening should precede structural interpretation.
Identifying Quantum Structure in AI Language: Evidence for Evolutionary Convergence of Human and Artificial Cognition.Entropy, 28(6):622, June 2026
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Auditing Question-Order Effects in Large Language Models with the QQ Equality: Mechanism Characterization and a Saturation Caveat
Forced-binary next-token probabilities from an instruction-tuned LLM were saturated (near-deterministic) for 17/18 question pairs, so QQ-equality verdicts did not identify a response mechanism; saturation screening should precede structural interpretation.