It seems related. The primary benefit of reasoning tokens seems to be just giving the model more chances to loop through all its layers. There were experiments

It seems related. The primary benefit of reasoning tokens seems to be just giving the model more chances to loop through all its layers. There were experiments at one point with "pause tokens" that were meaningless but seemed to improve performance. Reasoning is a lot more interpretable though.