The relationship between reasoning and performance in large language models--o3 (mini) thinks harder, not longer

New research on the o3-mini model explores how large language models balance reasoning token usage with task accuracy. The findings suggest that performance gains rely on how models process information during chain-of-thought steps rather than simply increasing total computation time.