Reasoning Can Be Restored by Correcting a Few Decision Tokens

In three linesReasoning models outperform base LLMs on complex benchmarks. Study shows the advantage stems from a small set of early decision tokens (~8% on Qwen3-0.6B), concentrated in planning phases. Selective intervention by the reasoning model at these critical tokens restores performance without major computational overhead.

Summary generated by Claude — human-verified