The document summarizes a presentation given at the AAAI '19 Conference on Artificial Intelligence. The presentation introduced a framework for constructing sentiment lexicons from user-generated reviews without seed words or external lexicons. User reviews on topics like the Eiffel Tower were used to generate a set of words corresponding to different ratings. The words were then embedded in a vector space to classify them as having positive or negative sentiment.