We start by defining a document as a single employee review. As the title of each doc- ument tends to summarize the review, the title and text are merged. We apply a shallow pre-processing over the text, including removal of stopwords, high frequency terms, company names and company advertisements. We use this definition of a document to train and extract the global aspects
