Nature Machine Intelligence, Published online: 07 October 2026; doi:10.1038/s42256-026-01303-y
When large language models ‘reason’ about a problem, they might still solve it differently from what their reasoning transcript suggest. In this Perspective, Levy et al. describe how one can start investigating the role of these reasoning tokens.