arxiv.org From Tokens to Thoughts: How LLMs and Humans Trade Compression for Meaning Humans organize knowledge into compact conceptual categories that balance compression with semantic richness. Large Language Models (LLMs) exhibit impressive linguistic abilities, but whether they...