Cooperation, Competition, and Maliciousness: LLM-Stakeholders Interactive Negotiation

Neural Information Processing Systems 

There is a growing interest in using Large Language Models (LLMs) in multi-agent systems to tackle interactive real-world tasks that require effective collaboration and assessing complex situations. Yet, we have a limited understanding of LLMs' communication and decision-making abilities in multi-agent setups.