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We report on work in progress on extracting lexical simplifications (e.g.,"collaborate" -> "work together"), focusing on utilizing edit histories inSimple English Wikipedia for this task. We consider two main approaches: (1)deriving simplification probabilities via an edit model that accounts for amixture of different operations, and (2) using metadata to focus on edits thatare more likely to be simplification operations. We find our methods tooutperform a reasonable baseline and yield many high-quality lexicalsimplifications not included in an independently-created manually preparedlist.

For the sake of simplicity: Unsupervised extraction of lexical simplifications from Wikipedia