Sasha Rush | Polylogues

Simons Institute April 29, 2025
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Simons Institute for the Theory of Computing

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About

The Simons Institute for the Theory of Computing is the world's leading venue for collaborative research in theoretical computer science. Established on July 1, 2012, the Institute is housed in Calvin Lab, a dedicated building on the UC Berkeley campus. The Simons Institute brings together the world's top researchers in theoretical computer science and related fields, as well as the next generation of outstanding young scholars, to explore deep unsolved problems about the nature and limits of computation. These presentations were supported in part by a gift from the Simons Foundation.

Video Description

On April 10, 2025, Simons Institute Science Communicator in Residence Anil Ananthaswamy sat down with Sasha Rush, an associate professor at Cornell Tech working on natural language processing and machine learning, with a focus on deep learning text generation, language modeling, and structured prediction. Their conversation explored a significant shift in the last year in how large language models are trained and used. Anil and Sasha discussed neural scaling laws, which were empirically discovered a handful of years ago, and have had a major influence on companies’ decisions to build increasingly large models. The past year has seen both a concern that we are seeing diminishing returns with scale, and an important change in how computing resources are deployed in building and using bigger models.

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