First, as prior methods in representing document clusters often adhere to the standard of cosine similarity (Erkan and Radev, 2004), our initial baseline approach naturally used this representation.
we add an edge between two sentences if the tf-idf cosine similarity measure between them, using the bag-of-words model, is above a threshold of 0.2.