Automating Content Analysis With Multiple LLM Agents: Impacts of Agent Attributes and Human–AI Collaboration
Examination of the impact of agent diversity, agent open-mindedness, and human–AI collaboration (HAIC) in a multi-LLM-agent system for automated content analysis demonstrates reliable and accurate measurement of four communication variables across three datasets, with improved performance following agent discussion.