At the same time, the shallow “understanding” of state of the art NLP methods are still not what we’re looking for. As we blow through records, we need to carefully state our shortcomings so that we can look for the next step.

It’s critical to ask how we’re supposed to get to something better.

Or does it not concern you that these methods work by modeling words by their context, not their content?