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).

Views Navigation

Event Views Navigation

Formal Models of Language Generation

Jon Kleinberg (Cornell University)
E18-304

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…

Find out more »


MIT Institute for Data, Systems, and Society
Massachusetts Institute of Technology
77 Massachusetts Avenue
Cambridge, MA 02139-4307
617-253-1764