To carry on this analogy - do test prep workbooks make you meaningfully more competent in general, or is it benchmaxing? (Versus studying textbooks for a similar time, of course.)
It all comes down to how aligned the benchmarks are with what you want the model to do. If it's close, good performance. If it's not, unpredictable performance.
