Then we picked what to train on. With binary rewards, a task only teaches the model if it sometimes passes and sometimes fails: the gradient weight is p(1−p), zero at p=0 and p=1, highest at 0.50.

So we graded gemma-4-31B-it separately, in the bash scaffold we train it in,