Exploring the Creative Process in Humans and Large Language Models: Insights from Automated Analysis of Semantic Exploration

Humans and large language models (LLMs) exhibit distinct patterns of semantic exploration when generating creative ideas, with humans demonstrating both persistent and flexible pathways, while LLMs tend to be biased towards either approach. The relationship between these exploration patterns and creativity also differs, where more flexible LLMs score higher on originality.