Thanks for the kind words! We don't use XBRL at all. We did try it initially, but it was wildly inconsistent across companies. I think one of the things that worked well for us was that we spent a lot of time at the initial stages of the pipeline (efficient sentence and word tokenization, span detection), that bode well for our models later on.