Search Results for author: Shengyu Fu

Found 6 papers, 5 papers with code

Code Execution with Pre-trained Language Models

1 code implementation • 8 May 2023 • Chenxiao Liu, Shuai Lu, Weizhu Chen, Daxin Jiang, Alexey Svyatkovskiy, Shengyu Fu, Neel Sundaresan, Nan Duan

Code execution is a fundamental aspect of programming language semantics that reflects the exact behavior of the code.

Code Generation Code Search +2

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Automating Code Review Activities by Large-Scale Pre-training

2 code implementations • 17 Mar 2022 • Zhiyu Li, Shuai Lu, Daya Guo, Nan Duan, Shailesh Jannu, Grant Jenks, Deep Majumder, Jared Green, Alexey Svyatkovskiy, Shengyu Fu, Neel Sundaresan

In this research, we focus on utilizing pre-training techniques for the tasks in the code review scenario.

Comment Generation

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CodeXGLUE: A Machine Learning Benchmark Dataset for Code Understanding and Generation

4 code implementations • 9 Feb 2021 • Shuai Lu, Daya Guo, Shuo Ren, JunJie Huang, Alexey Svyatkovskiy, Ambrosio Blanco, Colin Clement, Dawn Drain, Daxin Jiang, Duyu Tang, Ge Li, Lidong Zhou, Linjun Shou, Long Zhou, Michele Tufano, Ming Gong, Ming Zhou, Nan Duan, Neel Sundaresan, Shao Kun Deng, Shengyu Fu, Shujie Liu

Benchmark datasets have a significant impact on accelerating research in programming language tasks.

Ranked #1 on Cloze Test on CodeXGLUE - CT-maxmin

BIG-bench Machine Learning Clone Detection +9

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GraphCodeBERT: Pre-training Code Representations with Data Flow

1 code implementation • ICLR 2021 • Daya Guo, Shuo Ren, Shuai Lu, Zhangyin Feng, Duyu Tang, Shujie Liu, Long Zhou, Nan Duan, Alexey Svyatkovskiy, Shengyu Fu, Michele Tufano, Shao Kun Deng, Colin Clement, Dawn Drain, Neel Sundaresan, Jian Yin, Daxin Jiang, Ming Zhou

Instead of taking syntactic-level structure of code like abstract syntax tree (AST), we use data flow in the pre-training stage, which is a semantic-level structure of code that encodes the relation of "where-the-value-comes-from" between variables.

Ranked #3 on Type prediction on ManyTypes4TypeScript

Clone Detection Code Completion +7

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IntelliCode Compose: Code Generation Using Transformer

no code implementations • 16 May 2020 • Alexey Svyatkovskiy, Shao Kun Deng, Shengyu Fu, Neel Sundaresan

In software development through integrated development environments (IDEs), code completion is one of the most widely used features.

Code Completion Code Generation

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Pythia: AI-assisted Code Completion System

1 code implementation • 29 Nov 2019 • Alexey Svyatkovskiy, Ying Zhao, Shengyu Fu, Neel Sundaresan

In this paper, we propose a novel end-to-end approach for AI-assisted code completion called Pythia.

Code Completion Language Modelling

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