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The MIT Statistics and Data Science Center hosts guest lecturers from around the world in the weekly Statistics and Data Science seminar series (formerly the Stochastics and Statistics Seminars).
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Abstract: The emergence of large language models has prompted a surge of interest into theoretical models that might give us insight into both their successes and their shortcomings. We'll give an overview of recent work in this direction, focusing on a surprising line of positive results that shows it is possible to give guarantees for language-generation algorithms even in the absence of any probabilistic assumptions, in a framework known as "language generation in the limit". These results suggest interesting notions…