A new paper introduces Inhibitory Deliberation, a method that helps language models decide when deeper reasoning is actually needed.
The premise is practical: long reasoning traces can improve difficult answers, but they also add latency and cost when used indiscriminately.
The work fits a broader push toward adaptive inference, where models allocate more compute only when the task appears to justify it.