Gaussian mixture models as a proxy for interacting language models

By E. Wang, Mohammad Sharifi Kiasari, Tianyu Wang, Avanti Athreya, Carey E. Priebe, Vince Lyzinski. 2025

Subfields: Large Language Models, Probabilistic & Bayesian Methods

Citations in the corpus

• LLM Web Dynamics: Tracing Model Collapse in a Network of LLMs (2025, unknown): “To validate the collapse process of our LLM system analytically, we construct an analogue network of GMMs, motivated by Wang et al. (2025).”