Submitted: 03 February 2026 You are already at the latest version Safety analysis for Unmanned Aircraft Systems (UAS) relies heavily on incident and occurrence reports that document operational anomalies, environmental conditions, and human-factor contributors in free-text narrative form. While these narratives contain rich safety-relevant information, transforming them into structured and analyzable knowledge remains labor-intensive, inconsistent, and difficult to scale.