I guess the authors are making an important point (that challenges the current belief & trend in AI): adding reasoning or thinking to a model (regardless of the architecture or generation)doesn’t always lead to a net gain. In fact, once you factor in compute costs and answer quality across problems of varying complexity, the overall benefit can sometimes turn out to be negative.