Learning to Negotiate: Multi-Agent Deliberation for Collective Value Alignment in LLMs

Researchers propose a multi-agent negotiation framework for aligning large language models in scenarios involving conflicting stakeholder values. The approach uses two LLM instances with opposing personas engaging in structured dialogue to develop conflict resolution capabilities while maintaining collective agency alignment.