Black-Box Auditing of Epistemic Reliability in Multi-Agent Debate Distillation.

arXiv:2609.32361v1 Announce Type: cross Abstract: 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 unmonitore