Cooperative Profiles Predict Multi-Agent LLM Team Performance in AI for Science Workflows
The research tested how different behavioral economics games predict performance in multi-agent teams of LLMs working on science tasks. Findings show that models exhibiting high effort in coordination games, like Weakest-Link, produce better scientific reports regarding accuracy, quality, and completion. This provides a fast way to screen LLMs for collaborative deployment.