The article mentions that models have a lot of extra information that is unnecessary. You asked why the large ones still outperform small ones. presumably they

The article mentions that models have a lot of extra information that is unnecessary. You asked why the large ones still outperform small ones. presumably they all have that inefficiency. But the large ones are still better. 30% of a big number is still bigger than 30% of a small number.