I am trying to extract entities like university studied at and tech companies from resumes , I have a list of popular universities and companies and I want to find out which university best matches the extracted entity
Example
1) University in the list : IIT Bombay
Extracted entity : Education : Indian Institute of technology Bombay Btech
2)University in the list : Infosys
Extracted entity : Infosys India Ltd.
As you can see , there are extra unwanted words , short forms , expanded forms etc recognized in the extracted entity , is there any sentence similarity algorithms best suited for this purpose ?
Using SpaCy for entity extraction.