Nicholas Gamb

A Taxonomy of Symbolic Influence Mechanisms in Human-LLM Interaction: Detection Framework and Self-Audit Methodology

2026 · Zenodo (CERN European Organization for Nuclear Research)

We present a taxonomy of six symbolic influence mechanisms observed in extended human-LLM interaction, derived from systematic analysis of a 730-conversation longitudinal corpus and validated through a novel self-audit methodology in which the LLM itself …