47 citations · 145 across the 8 of their papers we have counts for
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cs.PL2021★ 28 cited
Program Synthesis with Large Language Models
Jacob Austin, Augustus Odena, Maxwell Nye +8
This paper explores the limits of the current generation of large language models for program synthesis in general purpose programming languages. We evaluate a collection of such m…
cs.PL2020★ 18 cited
Learning to Represent Programs with Property Signatures
Augustus Odena, Charles Sutton
We introduce the notion of property signatures, a representation for programs and program specifications meant for consumption by machine learning algorithms. Given a function with…