LLM personas enhance K-pop concert chat realism but not engagement

Researchers explored whether large language models (LLMs) could simulate the collective experience of watching a K-pop concert by generating real-time fan chat. In a pilot study with 11 K-pop fans, LLM agents with assigned fan personas produced more natural-sounding chat compared to a baseline without personas. However, this persona conditioning did not significantly improve social connectedness, engagement, or emotional response among participants. Interviews suggested that online concert chat functions more as a collective monologue, and genuine participation relies on shared fandom identity rather than simulated crowd behavior. AI

IMPACT Demonstrates LLMs' potential for creating more engaging virtual shared experiences, though current persona conditioning has limitations.

RANK_REASON Academic paper detailing a pilot study on LLM capabilities. [lever_c_demoted from research: ic=1 ai=1.0]

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