Preprint Open access
Black-Box Auditing of Epistemic Reliability in Multi-Agent Debate Distillation
Debate distillation adapts weaker verifiers using multi-agent debate transcripts to improve their judgement in subsequent debates, but gains on monitored tasks do not establish reliability on related unmonitored tasks. We study epistemic reliability degradation, in which adaptation preserves monitored performance while …