Meta Research Discovers Spectral Phase Transitions in Transformer Reasoning

Meta researchers discovered spectral phase transitions in hidden activation spaces when transformers engage in reasoning versus factual recall, analyzing 11 models across 5 architecture families. The findings reveal fundamental computational differences between reasoning and knowledge retrieval modes in AI systems.