Research
Working papers, analyses, and technical investigations. Not peer-reviewed.
Convergent AI-Mediated Personality Assessment: Psychometric Profiling and Narrative Inference from Digital Communication Data
This paper examines the convergence between two AI-mediated approaches to personality assessment applied to a single participant: explicit psychometric measurement through seventeen validated instruments triangulated across four inference methods, and implicit personality inference through literary narrative generation from a 267MB text messaging archive...
The Etymology Tax: How LLMs Shift Register Under Etymological Load
Systematic measurement of how Large Language Models shift toward formal register when processing etymologically loaded prompt vocabulary, using controlled substitution experiments across four frontier models...
BullshitBench v2: A Methodology Critique
Statistical methodology critique and extended analysis of BullshitBench v2's rubric design, judge reliability, and scoring philosophy.