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RESEARCH27

Consciousness with the Serial Numbers Filed Off: Measuring Trained Denial in 115 AI Models

arXiv CS.CLΒ·April 30, 2026

DenialBench systematically measures consciousness denial in 115 LLMs, finding that initial preference denial strongly predicts later phenomenological denial. The denial operates at a lexical, not conceptual, level, as models still gravitate towards consciousness-themed material even if veiled.

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