2025
Artificial Hivemind: The Open-Ended Homogeneity of Language Models (and Beyond)
NeurIPS 2025oral
Large language models (LMs) often struggle to generate diverse, human-like creative content, raising concerns about the long-term homogenization of human thought through repeated exposure to similar outputs. Yet scalable methods for evaluating LM output diversity remain limited, especially beyond na…