quanteda

quanteda is an R package for the Quantitative Analysis of Textual Data, with companion packages quanteda.textmodels, quanteda.textstats and quanteda.textplots.

readtext is an R package for reading text files in all their various formats.

spacyr is an R wrapper to the spaCy NLP library.