activity
20202022
most citedCodeXGLUE: A Machine Learning Benchmark Dataset for Code Understanding and Generation

416 citations · 614 across the 5 of their papers we have counts for

collaborators

6 papers

cs.SE20229 cited

ReACC: A Retrieval-Augmented Code Completion Framework

Shuai Lu, Nan Duan, Hojae Han +3

Code completion, which aims to predict the following code token(s) according to the code context, can improve the productivity of software development. Recent work has proved that…

cs.CL2022

UniXcoder: Unified Cross-Modal Pre-training for Code Representation

Daya Guo, Shuai Lu, Nan Duan +3

Pre-trained models for programming languages have recently demonstrated great success on code intelligence. To support both code-related understanding and generation tasks, recent…

cs.LG2021

Long-Range Modeling of Source Code Files with eWASH: Extended Window Access by Syntax Hierarchy

Colin B. Clement, Shuai Lu, Xiaoyu Liu +5

Statistical language modeling and translation with transformers have found many successful applications in program understanding and generation tasks, setting high benchmarks for t…

cs.CL2021

WhiteningBERT: An Easy Unsupervised Sentence Embedding Approach

Junjie Huang, Duyu Tang, Wanjun Zhong +5

Producing the embedding of a sentence in an unsupervised way is valuable to natural language matching and retrieval problems in practice. In this work, we conduct a thorough examin…

cs.SE2021416 cited

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

Shuai Lu, Daya Guo, Shuo Ren +19

Benchmark datasets have a significant impact on accelerating research in programming language tasks. In this paper, we introduce CodeXGLUE, a benchmark dataset to foster machine le…

cs.SE2020189 cited

CodeBLEU: a Method for Automatic Evaluation of Code Synthesis

Shuo Ren, Daya Guo, Shuai Lu +7

Evaluation metrics play a vital role in the growth of an area as it defines the standard of distinguishing between good and bad models. In the area of code synthesis, the commonly…