Multi-token code suggestions using statistical language models

Abstract

I present an application of the Naturalness of software to provide multitoken code suggestions in GitHub's new-fangled Atom text editor 1 . After an error-fraught evaluation, there is not enough evidence to conclude that Gamboge significantly improves programmer productivity. I conclude by discussing several directions for research in code suggestion using naturalness.