belief diffusion 1multi-agent large language models 1network structure 1opinion dynamics 1specialist vs generalist models 1
From the 1 of 3 linked papers with an AI index.
3 papers
cs.CL2026
Belief Coevolution in a Social Network of Generalist and Specialist Large Language Models
Germans Savcisens, Samantha Dies, Courtney Maynard +1
The paper presents CoevolveSim, a simulation framework for studying how beliefs spread and evolve among interacting generalist and specialist large language models in a social netw…
cs.CL2026
The Trilemma of Truth in Large Language Models
Germans Savcisens, Tina Eliassi-Rad
The public often attributes human-like qualities to large language models (LLMs), assuming that they "know" certain things. In reality, LLMs encode information retained during trai…
cs.CL2026
Epistemic Familiarity is Associated With Belief Stability in Large Language Models
Samantha Dies, Courtney Maynard, Germans Savcisens +1
Large language models (LLMs) are widely used as information sources, yet small changes in semantic assumptions can destabilize their beliefs. We introduce P-StaT (Perturbation Stab…