Previous work on Automatic Paraphrase Identification (PI) is mainly based on modeling text similarity between two sentences.
we study methods for automatically detecting whether a text fragment only appearing in a sentence of the evaluated sentence pair is important or ancillary information with respect to the paraphrase identification task.