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

Feb 09, 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

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PyMT5: multi-mode translation of natural language and Python code with transformers

Oct 07, 2020
Colin B. Clement, Dawn Drain, Jonathan Timcheck, Alexey Svyatkovskiy, Neel Sundaresan

* 14 pages, 7 figures, 5 tables, EMNLP 2020 camera ready version 

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GraphCodeBERT: Pre-training Code Representations with Data Flow

Sep 29, 2020
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

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Generating Accurate Assert Statements for Unit Test Cases using Pretrained Transformers

Sep 11, 2020
Michele Tufano, Dawn Drain, Alexey Svyatkovskiy, Neel Sundaresan

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Unit Test Case Generation with Transformers

Sep 11, 2020
Michele Tufano, Dawn Drain, Alexey Svyatkovskiy, Shao Kun Deng, Neel Sundaresan

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IntelliCode Compose: Code Generation Using Transformer

May 16, 2020
Alexey Svyatkovskiy, Shao Kun Deng, Shengyu Fu, Neel Sundaresan

* 15 pages, 6 figures 

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Fast and Memory-Efficient Neural Code Completion

Apr 29, 2020
Alexey Svyatkovskiy, Sebastian Lee, Anna Hadjitofi, Maik Riechert, Juliana Franco, Miltiadis Allamanis

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Large-scale text processing pipeline with Apache Spark

Dec 02, 2019
Alexey Svyatkovskiy, Kosuke Imai, Mary Kroeger, Yuki Shiraito

* Published in Proceedings of Big NLP workshop at the IEEE Big Data Conference 2016 

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Training Distributed Deep Recurrent Neural Networks with Mixed Precision on GPU Clusters

Nov 30, 2019
Alexey Svyatkovskiy, Julian Kates-Harbeck, William Tang

* Published in Proceedings of the Machine Learning on HPC Environments (MLHPC) at the Supercomputing conference 2017 

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Pythia: AI-assisted Code Completion System

Nov 29, 2019
Alexey Svyatkovskiy, Ying Zhao, Shengyu Fu, Neel Sundaresan

* Published in Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining (KDD '19) 

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