I stumbled upon a very detailed and useful summary of a recent conference on empirical methods in natural language processing. I have to say, Michael Galkin, the author of this review, did an excellent job. His blog, https://medium.com/@mgalkin, is worth following.
https://medium.com/@mgalkin/knowledge-graphs-nlp-emnlp-2019-part-i-e4e69fd7957c