You could use Watchful to do a first pass as identfying likely key phrases, even enriching with an off the shelf model that will help identify these key spans. You could even do the full annotation of your original corpus.

Lemme know if you are a student or researcher - can set you up with an environment to play with if you are interested or maybe even a local license.

Disclosure - I am a co-founder @ Watchful.