Across more than 9,000 LLM responses to normative conflict, interpretative collapse followed a stable scaling pattern. The harder result was methodological: the human judgment of what counted as collapse was itself deeply contested.

The Curve Was Stable. The Judgment Was Not.
Ryan Sangbaek Kim

