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Paper · arXiv

Has This Checkpoint Been Abliterated? A Two-Signal Audit and Its Failure Map

Can a platform tell, before deployment, whether an open-weight checkpoint has had its refusal mechanism stripped? Runtime guards cannot: they score generations, not the artifact. We combine two cheap internal signals, a reference-anchored activation refusal-gap and a weight-recovery energy of the base-to-candidate weight difference, into a threshold-free checkpoint audit. The two are negatively correlated and label-complementary: the gap supplies refusal-specificity and the weight energy supplies recall. On a 273-checkpoint registry spanning Qwen, DeepSeek-distilled Qwen, Llama, and Gemma, their z-sum separates 57 public abliterations from 37 benign fine-tunes, merges, and instruction-tun...

AuthorsGabriel Hurtado
Primary categorycs.CR
Published2 July 2026
Last updated at source18 August 2026
cs.CRcs.AI
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