Code Structure Guided Transformer for Source Code Summarization

19 April 2021

Shuzheng Gao

Cuiyun Gao

Yulan He

Jichuan Zeng

L. Nie

Xin Xia

Michael R. Lyu

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Papers citing "Code Structure Guided Transformer for Source Code Summarization"

39 / 39 papers shown

Title
FoC: Figure out the Cryptographic Functions in Stripped Binaries with LLMs Guoqiang Chen Xiuwei Shang Shaoyin Cheng Yanming Zhang Weiming Zhang Neng H. Yu N. Yu 109 2 0 27 Mar 2024
Source Code Summarization with Structural Relative Position Guided Transformer Zi Gong Cuiyun Gao Yasheng Wang Wenchao Gu Yun Peng Zenglin Xu 38 35 0 14 Feb 2022
Exploiting Method Names to Improve Code Summarization: A Deliberation Multi-Task Learning Approach Rui Xie Wei Ye Jinan Sun Shikun Zhang 45 26 0 21 Mar 2021
Language-Agnostic Representation Learning of Source Code from Structure and Context Daniel Zügner Tobias Kirschstein Michele Catasta J. Leskovec Stephan Günnemann 56 120 0 21 Mar 2021
Code Summarization with Structure-induced Transformer Hongqiu Wu Hai Zhao Min Zhang 62 86 0 29 Dec 2020
Repulsive Attention: Rethinking Multi-head Attention as Bayesian Inference Bang An Jie Lyu Zhenyi Wang Chunyuan Li Changwei Hu Fei Tan Ruiyi Zhang Yifan Hu Changyou Chen AAML 56 28 0 20 Sep 2020
GraphCodeBERT: Pre-training Code Representations with Data Flow Daya Guo Shuo Ren Shuai Lu Zhangyin Feng Duyu Tang ... Dawn Drain Neel Sundaresan Jian Yin Daxin Jiang M. Zhou 132 1,128 0 17 Sep 2020
CoreGen: Contextualized Code Representation Learning for Commit Message Generation L. Nie Cuiyun Gao Zhicong Zhong Wai Lam Yang Liu Zenglin Xu 44 48 0 14 Jul 2020
Contrastive Code Representation Learning Paras Jain Ajay Jain Tianjun Zhang Pieter Abbeel Joseph E. Gonzalez Ion Stoica SSL DRL 66 150 0 09 Jul 2020
Retrieval-Augmented Generation for Code Summarization via Hybrid GNN Shangqing Liu Yu Chen Xiaofei Xie J. Siow Yang Liu 41 165 0 09 Jun 2020
A Transformer-based Approach for Source Code Summarization Wasi Uddin Ahmad Saikat Chakraborty Baishakhi Ray Kai-Wei Chang ViT 82 379 0 01 May 2020
Improved Code Summarization via a Graph Neural Network Alexander LeClair S. Haque Lingfei Wu Collin McMillan 51 284 0 06 Apr 2020
Detecting Code Clones with Graph Neural Networkand Flow-Augmented Abstract Syntax Tree Wenhan Wang Ge Li Bo Ma Xin Xia Zhi Jin GNN 48 254 0 20 Feb 2020
CodeBERT: A Pre-Trained Model for Programming and Natural Languages Zhangyin Feng Daya Guo Duyu Tang Nan Duan Xiaocheng Feng ... Linjun Shou Bing Qin Ting Liu Daxin Jiang Ming Zhou 151 2,613 0 19 Feb 2020
Multi-Scale Self-Attention for Text Classification Qipeng Guo Xipeng Qiu Pengfei Liu Xiangyang Xue Zheng Zhang ViT 51 64 0 02 Dec 2019
RAT-SQL: Relation-Aware Schema Encoding and Linking for Text-to-SQL Parsers Bailin Wang Richard Shin Xiaodong Liu Oleksandr Polozov Matthew Richardson 79 589 0 10 Nov 2019
Code Generation as a Dual Task of Code Summarization Bolin Wei Ge Li Xin Xia Zhiyi Fu Zhi Jin 66 223 0 14 Oct 2019
Automatic Source Code Summarization with Extended Tree-LSTM Yusuke Shido Yasuaki Kobayashi Akihiro Yamamoto A. Miyamoto Tadayuki Matsumura 45 87 0 19 Jun 2019
Analyzing Multi-Head Self-Attention: Specialized Heads Do the Heavy Lifting, the Rest Can Be Pruned Elena Voita David Talbot F. Moiseev Rico Sennrich Ivan Titov 106 1,134 0 23 May 2019
Star-Transformer Qipeng Guo Xipeng Qiu Pengfei Liu Yunfan Shao Xiangyang Xue Zheng Zhang 69 264 0 25 Feb 2019
Multi-style Generative Reading Comprehension Kyosuke Nishida Itsumi Saito Kosuke Nishida Kazutoshi Shinoda Atsushi Otsuka Hisako Asano J. Tomita 44 71 0 08 Jan 2019
The Adverse Effects of Code Duplication in Machine Learning Models of Code Miltiadis Allamanis 61 319 0 16 Dec 2018
Improving Automatic Source Code Summarization via Deep Reinforcement Learning Yao Wan Zhou Zhao Min Yang Guandong Xu Haochao Ying Jian Wu Philip S. Yu 49 389 0 17 Nov 2018
Structured Neural Summarization Patrick Fernandes Miltiadis Allamanis Marc Brockschmidt GNN 75 212 0 05 Nov 2018
Open Vocabulary Learning on Source Code with a Graph-Structured Cache Milan Cvitkovic Badal Singh Anima Anandkumar 48 50 0 18 Oct 2018
Automatic Generation of Text Descriptive Comments for Code Blocks Yuding Liang Kenny Q. Zhu 32 119 0 21 Aug 2018
code2seq: Generating Sequences from Structured Representations of Code Uri Alon Shaked Brody Omer Levy Eran Yahav 64 700 0 04 Aug 2018
Guiding Neural Machine Translation with Retrieved Translation Pieces Jingyi Zhang Masao Utiyama Eiichiro Sumita Graham Neubig Satoshi Nakamura AAML 79 137 0 07 Apr 2018
Learning to Represent Programs with Graphs Miltiadis Allamanis Marc Brockschmidt Mahmoud Khademi GNN NAI 117 799 0 01 Nov 2017
Automatically Generating Commit Messages from Diffs using Neural Machine Translation Siyuan Jiang A. Armaly Collin McMillan 45 260 0 30 Aug 2017
A parallel corpus of Python functions and documentation strings for automated code documentation and code generation Antonio Valerio Miceli Barone Rico Sennrich 65 158 0 07 Jul 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 654 131,414 0 12 Jun 2017
Get To The Point: Summarization with Pointer-Generator Networks A. See Peter J. Liu Christopher D. Manning 3DPC 265 4,014 0 14 Apr 2017
Layer Normalization Jimmy Lei Ba J. Kiros Geoffrey E. Hinton 359 10,467 0 21 Jul 2016
How NOT To Evaluate Your Dialogue System: An Empirical Study of Unsupervised Evaluation Metrics for Dialogue Response Generation Chia-Wei Liu Ryan J. Lowe Iulian Serban Michael Noseworthy Laurent Charlin Joelle Pineau 100 1,294 0 25 Mar 2016
Incorporating Copying Mechanism in Sequence-to-Sequence Learning Jiatao Gu Zhengdong Lu Hang Li Victor O.K. Li 177 1,539 0 21 Mar 2016
Tree-to-Sequence Attentional Neural Machine Translation Akiko Eriguchi Kazuma Hashimoto Yoshimasa Tsuruoka AIMat 49 269 0 19 Mar 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.1K 193,426 0 10 Dec 2015
Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation Kyunghyun Cho B. V. Merrienboer Çağlar Gülçehre Dzmitry Bahdanau Fethi Bougares Holger Schwenk Yoshua Bengio AIMat 951 23,310 0 03 Jun 2014