Search Results for author: Shao Kun Deng

Found 4 papers, 3 papers with code

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

1,413

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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

1,976

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Unit Test Case Generation with Transformers and Focal Context

1 code implementation • 11 Sep 2020 • Michele Tufano, Dawn Drain, Alexey Svyatkovskiy, Shao Kun Deng, Neel Sundaresan

We execute the test cases, collect test coverage information, and compare them with test cases generated by EvoSuite and GPT-3, finding that our approach outperforms GPT-3 and has comparable coverage w. r. t.

Denoising

118

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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

Paper
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