Also note: the teacher doesn't have to really lead the class. The report says that the teacher spent most of their time 1 on 1 helping students who were stuck. Teachers may see value in simply having to do less work to achieve the same (or slightly better) result.
Also, this class was only a couple months. There is a question whether the small improvement would have continued and would have become wider when applied over a whole school year.
Is 23% improvement considered that small(assuming it's statistically significant) ?
Might be easier to see if you think of it as 106.6/105.2, in order to include the baseline.
Intuitively, every point you got in a test corresponds to a micro-subject.
So before the class , you knew 100 micro-subjects(which probably took a few years to teach). And you gained 6.4 or 5.2 micro-subjects during the 5 week class.
Since one class taught 6.4 micro-subjects and the other only 5.2 micro-subjects ,you can say the difference is 32%.
The difference is so small that even if it's not noise, it could be very well caused by other factors (teachers more motivated in the test group, for example).