Revealing emergent human-like conceptual representations from language prediction

Proceedings of the National Academy of Sciences, Volume 122, Issue 44, November 2025. <br/>SignificanceLarge language models (LLMs) show intriguing human-like behaviors despite being trained solely via language prediction. Are these models developing human-like concepts central to human understanding? Here, we demonstrate that LLMs can flexibly …