Abstract Models for question answering, dialogue agents, and summarization often interpret the meaning of a sentence in rich context use that new context. Taking excerpts text can be problematic, as key pieces may not explicit local window. We isolate define problem decontextualization: taking together with its rewriting it to interpretable out context, while preserving meaning. describe an ann...