I think other result from the article (and paper it links to) is with more accurate data simpler models perform better than complicated models.

This is a good observation because as the saying as "Garbage in garbage out" or "Model is only as good as data". It is better to focus on better data than spending time or improving models or overfitting complicated models to inaccurate data