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Beyond Accuracy: How Procedural Traces Shift the Decision Criterion of LLM Overseers
arXiv cs.CL — Computation and Language
Factual evidence
What the source reports
Research evaluates five LLM overseers across 19 compliance tasks, finding procedural traces alter decision thresholds in audit loops.
OneBench interpretation
Institutional assessment
So what
LLM-as-a-judge pipelines used for compliance auditing risk systemic biases when evaluating detailed procedural traces.
Do what
Review validation controls for LLM-based audit pipelines with the team responsible for model risk management.