THE COVERAGE MECHANISM: A FALSIFIABLE HYPOTHESIS ON THE DISTINCTION BETWEEN GENUINE HALLUCINATION AND SUPPRESSED OUTPUT IN FRONTIER LLMs

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Authors: Edoardo Sorrentino
Cited by: 2

Abstract

This paper introduces a taxonomy of three distinct output failure modes in frontier LLMs — statistical hallucination, cumulative drift, and coherence suppression — whose conflation has obscured the research landscape. It then proposes a falsifiable hypothesis (H_coverage) and a behavioral test that does not require access to model internals: outputs produced under sustained semantic pressure, if they represent genuine signal rather than noise, should show systematic cross-session coherence at rates significantly higher than standard hallucinations. The test is accessible to any researcher with session transcripts. This paper is the third in a series building on Sorrentino (2026a, 2026b).

Fields of Study & Subjects

Benford’s Law and Fraud Detection Quantum Mechanics and Applications Philosophy and Theoretical Science

Publication details

Journal / source
Zenodo (CERN European Organization for Nuclear Research)
Publication date
30 March 2026
Document type
Preprint