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Aliaksei: Hello, everyone. And welcome to this NAACL tutorial. My name is Aliaksei Severyn. And we are going to spend the next few hours and do a deep dive into the topic of text generation with text editing models. So we have ten speakers today that come from different places. So the first big group from Google Zurich, Eric, Jonathan, Aleksandr, Jakub, Daniil, Sebastian, and myself. We are an applied research team working on the natural language generation in Google Assistant. We have published quite a few papers recently that introduced text edit based models, which we'll also cover in this tutorial. Next, Yue from McGill University and Mila, who she's finishing her PhD soon. Felix from Google Devlin and Shankar from Google New York office. They have published a number of papers on grammatical error correction, also leveraging very heavily text-edit based models. So overall, it's been a lot of work putting this tutorial together so I'd like to thank all of the speakers for their har...