Publications

Research outputs

Selected academic and public research

MASTER'S THESIS · 2026

Governed Natural Language to SQL Generation: A Behavioral and Mechanistic Analysis

Stefan Höglund

Master's thesis, Luleå University of Technology

This thesis investigates governed natural-language-to-SQL generation through behavioral and mechanistic experiments. It studies constraint-sensitive representations, early-layer task information, and how governance mechanisms affect model behavior across multiple language-model families.