no code implementations • 20 Mar 2023 • Kevin Jesse, Toufique Ahmed, Premkumar T. Devanbu, Emily Morgan
We explore the consequences of the Codex generated SStuBs and propose avoidance strategies that suggest the possibility of reducing the production of known, verbatim SStubs, and increase the possibility of producing known, verbatim fixes.
1 code implementation • International Conference on Mining Software Repositories 2022 • Kevin Jesse, Premkumar T. Devanbu
In this paper, we present ManyTypes4TypeScript, a very large corpus for training and evaluating machine-learning models for sequence-based type inference in TypeScript.
Ranked #2 on Type prediction on ManyTypes4TypeScript
1 code implementation • ACM Joint Meeting on European Software Engineering Conference and Symposium on the Foundations of Software Engineering 2021 • Kevin Jesse, Premkumar T. Devanbu, Toufique Ahmed
ML approaches use different inductive biases, ranging from simple token sequences to complex graphical neural network (GNN) models capturing syntax and semantic relations.
no code implementations • IJCNLP 2019 • Dian Yu, Michelle Cohn, Yi Mang Yang, Chun-Yen Chen, Weiming Wen, Jiaping Zhang, Mingyang Zhou, Kevin Jesse, Austin Chau, Antara Bhowmick, Shreenath Iyer, Giritheja Sreenivasulu, Sam Davidson, Ashwin Bhandare, Zhou Yu
Gunrock is the winner of the 2018 Amazon Alexa Prize, as evaluated by coherence and engagement from both real users and Amazon-selected expert conversationalists.