This is a report on a “mixed initiative”–a term of art in computer science–that  combines old-fashioned philological elbow grease with new-fangled long short-term memory neural network processing (LSTM).  The goal is to fix as many as possible of the approximately five million incompletely transcribed words in the 1.7 billion word TCP corpus of English printed...