nel is an fast, accurate and highly modular framework for linking entities in documents.
Checkout the up-to-date example notebook: train.ipynb
Documentation for the previous release is available online via: nel.readthedocs.org.
nel is based on work described in Entity Disambiguation with Web Links (pdf).
NEL is open-source software released under an MIT licence.