The Confident Liar: Diagnosing Multi-Agent Debate with Log-Probabilities and LLM-as-Judge
arXiv:2606.10296v1 Announce Type: cross Abstract: Multi-agent debate systems are typically evaluated only on whether the final answer is correct, overlooking the quality of the intermediate reasoning