I ended up loading en_core_web_sm, instead of the blank english model, loading the vectors using script provided above and saving using nlp.to_disk(model-path)
Once I trained a model using this base it was necessary to go into the ner/tagger/parser folder and change the cfg file so that pretrained_dims:0