Deliberative Dynamics and Value Alignment in LLM Debates

ArXi:2510.10002v2 Announce Type: replace As large language models (LLMs) are increasingly deployed in sensitive everyday contexts -- offering personal advice, mental health, and moral guidance -- understanding their behavior in navigating complex moral reasoning is essential. Most evaluations study this sociotechnical alignment through single-turn prompts, but it is unclear if these findings extend to multi-turn settings, and even less clear how they depend on the interaction protocols used to coordinate agentic systems.