Conversational Swarm Intelligence, a Pilot Study

August 31, 2023 Β· Declared Dead Β· πŸ› arXiv.org

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Authors Louis Rosenberg, Gregg Willcox, Hans Schumann, Miles Bader, Ganesh Mani, Kokoro Sagae, Devang Acharya, Yuxin Zheng, Andrew Kim, Jialing Deng arXiv ID 2309.03220 Category cs.HC: Human-Computer Interaction Cross-listed cs.NE Citations 8 Venue arXiv.org Last Checked 4 months ago
Abstract
Conversational Swarm Intelligence (CSI) is a new method for enabling large human groups to hold real-time networked conversations using a technique modeled on the dynamics of biological swarms. Through the novel use of conversational agents powered by Large Language Models (LLMs), the CSI structure simultaneously enables local dialog among small deliberative groups and global propagation of conversational content across a larger population. In this way, CSI combines the benefits of small-group deliberative reasoning and large-scale collective intelligence. In this pilot study, participants deliberating in conversational swarms (via text chat) (a) produced 30% more contributions (p<0.05) than participants deliberating in a standard centralized chat room and (b) demonstrated 7.2% less variance in contribution quantity. These results indicate that users contributed more content and participated more evenly when using the CSI structure.
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