I agree with you, but, from the article: "The amount of training data doesn’t matter as much as we thought. Functional paradigms transfer well"
Anyway, I tend to think you are right, and the article is wrong in that sentence. (Or I misinterpreted something?)
I think both the quantity and quality of that has a big influence in the results.