Beyond Accuracy: How Procedural Traces Shift the Decision Criterion of LLM Overseers

This paper studies how showing procedural traces to LLM overseers changes their decision criteria, with implications for AI monitoring and oversight reliability.

Auto-scored: A research paper on LLM overseer decision criteria, offering minor framing insight for AI governance with no direct escalation or substantive mitigation.