When Llms Play The Telephone Game: Cultural Attractors As Conceptual Tools To Evaluate Llms In Multi-turn Settings

Abstract

As large language models (LLMs) start interacting with each other and generating an increasing amount of text online, it becomes crucial to better understand how information is transformed as it passes from one LLM to the next. While significant research has examined individual LLM behaviors, existing studies have largely overlooked the collective behaviors and information distortions arising from