The Illusion of Thinking in Large Reasoning Models

Researchers at Apple found that for medium complexity tasks, thinking models show advantages over their regular LLM counterparts, but for high complexity tasks, both model types show significant limitations. This suggests the “thinking” capability may be more limited than they appear.

https://machinelearning.apple.com/research/illusion-of-thinking