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* **BL**: Baseline binary-classification model.  ## Choosing Entities  Our entity set was created by first choosing an overarching domain, in our case US Politics. We then conducted a manual boot-strapping procedure.  We propose to select twenty figures who are central to began by choosing several key entities in  the US presidential election. Current forerunners Bernie Sanders, domain as seed-entities. In our case, these were  Donald Trump, Hillary Clinton, John Kasich Clinton  and Ted Cruz will be included. Additionally we will select a number of figures with less news coverage to allow evaluation on models with more sparse input. Gold-standard generation will involve presenting crowd workers with a list of news URLS. They will then be asked to indicate whether or not to include an article in a gold-standard timeline. Bernie Sanders.  ## Article Linking Methodology