An Extractive-and-Abstractive Framework for Source Code Summarization

15 June 2022

Quanjun Zhang

Papers citing "An Extractive-and-Abstractive Framework for Source Code Summarization"

50 / 51 papers shown

Title
Show Me Your Code! Kill Code Poisoning: A Lightweight Method Based on Code Naturalness Weisong Sun Yuchen Chen Mengzhe Yuan Chunrong Fang Zhenpeng Chen Chong Wang Yang Liu Baowen Xu Zhenyu Chen AAML 68 1 0 20 Feb 2025
Secure Resource Allocation via Constrained Deep Reinforcement Learning Jianfei Sun Qiang Gao Cong Wu Yuxian Li Jiacheng Wang Dusit Niyato 77 1 0 20 Jan 2025
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 107 2 0 27 Mar 2024
EditSum: A Retrieve-and-Edit Framework for Source Code Summarization Jia Li Yongming Li Ge Li Xing Hu Xin Xia Zhi Jin 62 65 0 26 Aug 2023
M2TS: Multi-Scale Multi-Modal Approach Based on Transformer for Source Code Summarization Yuexiu Gao Chen Lyu 34 35 0 18 Mar 2022
Code Search based on Context-aware Code Translation Weisong Sun Chunrong Fang Yuchen Chen Guanhong Tao Ting Han Quanjun Zhang 65 50 0 16 Feb 2022
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
CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and Generation Yue Wang Weishi Wang Shafiq Joty Guosheng Lin 280 1,552 0 02 Sep 2021
On the Evaluation of Neural Code Summarization Ensheng Shi Yanlin Wang Lun Du Junjie Chen Shi Han Hongyu Zhang Dongmei Zhang Hongbin Sun ELM 133 86 0 15 Jul 2021
CoTexT: Multi-task Learning with Code-Text Transformer Long Phan H. Tran Daniel Le Hieu Duy Nguyen J. Anibal Alec Peltekian Yanfang Ye 56 134 0 18 May 2021
Learning to Generate Code Comments from Class Hierarchies Jiyang Zhang Sheena Panthaplackel Pengyu Nie Raymond J. Mooney Junjie Li Miloš Gligorić 39 8 0 24 Mar 2021
Project-Level Encoding for Neural Source Code Summarization of Subroutines Aakash Bansal S. Haque Collin McMillan 83 49 0 22 Mar 2021
API2Com: On the Improvement of Automatically Generated Code Comments Using API Documentations Ramin Shahbazi Rishab Sharma Fatemeh H. Fard 72 25 0 19 Mar 2021
Code Summarization with Structure-induced Transformer Hongqiu Wu Hai Zhao Min Zhang 62 86 0 29 Dec 2020
Code to Comment "Translation": Data, Metrics, Baselining & Evaluation David Gros Hariharan Sezhiyan Prem Devanbu Zhou Yu 58 70 0 03 Oct 2020
OCoR: An Overlapping-Aware Code Retriever Qihao Zhu Zeyu Sun Xiran Liang Yingfei Xiong Lu Zhang 48 36 0 12 Aug 2020
A Transformer-based Approach for Source Code Summarization Wasi Uddin Ahmad Saikat Chakraborty Baishakhi Ray Kai-Wei Chang ViT 79 379 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
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 149 2,613 0 19 Feb 2020
PEGASUS: Pre-training with Extracted Gap-sentences for Abstractive Summarization Jingqing Zhang Yao-Min Zhao Mohammad Saleh Peter J. Liu RALM 3DGS 247 2,044 0 18 Dec 2019
BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension M. Lewis Yinhan Liu Naman Goyal Marjan Ghazvininejad Abdel-rahman Mohamed Omer Levy Veselin Stoyanov Luke Zettlemoyer AIMat VLM 215 10,792 0 29 Oct 2019
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer Colin Raffel Noam M. Shazeer Adam Roberts Katherine Lee Sharan Narang Michael Matena Yanqi Zhou Wei Li Peter J. Liu AIMat 373 20,053 0 23 Oct 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
CodeSearchNet Challenge: Evaluating the State of Semantic Code Search Hamel Husain Hongqiu Wu Tiferet Gazit Miltiadis Allamanis Marc Brockschmidt ELM 123 1,068 0 20 Sep 2019
On Extractive and Abstractive Neural Document Summarization with Transformer Language Models Sandeep Subramanian Raymond Li Jonathan Pilault C. Pal 277 219 0 07 Sep 2019
Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks Nils Reimers Iryna Gurevych 1.1K 12,129 0 27 Aug 2019
RoBERTa: A Robustly Optimized BERT Pretraining Approach Yinhan Liu Myle Ott Naman Goyal Jingfei Du Mandar Joshi Danqi Chen Omer Levy M. Lewis Luke Zettlemoyer Veselin Stoyanov AIMat 522 24,351 0 26 Jul 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
Recommendations for Datasets for Source Code Summarization Alexander LeClair Collin McMillan 48 117 0 04 Apr 2019
A Convolutional Neural Network for Language-Agnostic Source Code Summarization Jessica Moore Ben U. Gelman David Slater 36 20 0 29 Mar 2019
Fine-tune BERT for Extractive Summarization Yang Liu 59 482 0 25 Mar 2019
Neural Abstractive Text Summarization with Sequence-to-Sequence Models Tian Shi Yaser Keneshloo Naren Ramakrishnan Chandan K. Reddy 98 230 0 05 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 49 390 0 17 Nov 2018
Structured Neural Summarization Patrick Fernandes Miltiadis Allamanis Marc Brockschmidt GNN 75 212 0 05 Nov 2018
code2seq: Generating Sequences from Structured Representations of Code Uri Alon Shaked Brody Omer Levy Eran Yahav 64 700 0 04 Aug 2018
Neural Document Summarization by Jointly Learning to Score and Select Sentences Qingyu Zhou Nan Yang Furu Wei Shaohan Huang M. Zhou Tiejun Zhao 129 320 0 06 Jul 2018
Fast Abstractive Summarization with Reinforce-Selected Sentence Rewriting Yen-Chun Chen Joey Tianyi Zhou BDL 169 583 0 28 May 2018
A Unified Model for Extractive and Abstractive Summarization using Inconsistency Loss W. Hsu Chieh-Kai Lin Ming-Ying Lee Kerui Min Jing Tang Min Sun CVBM 70 240 0 16 May 2018
Learning to Extract Coherent Summary via Deep Reinforcement Learning Yuxiang Wu Baotian Hu AI4TS 38 170 0 19 Apr 2018
A Survey of Machine Learning for Big Code and Naturalness Miltiadis Allamanis Earl T. Barr Premkumar T. Devanbu Charles Sutton 108 854 0 18 Sep 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 638 130,942 0 12 Jun 2017
Get To The Point: Summarization with Pointer-Generator Networks A. See Peter J. Liu Christopher D. Manning 3DPC 257 4,014 0 14 Apr 2017
Classify or Select: Neural Architectures for Extractive Document Summarization Ramesh Nallapati Bowen Zhou Mingbo Ma 47 92 0 14 Nov 2016
SummaRuNNer: A Recurrent Neural Network based Sequence Model for Extractive Summarization of Documents Ramesh Nallapati Feifei Zhai Bowen Zhou 315 1,258 0 14 Nov 2016
Efficient Summarization with Read-Again and Copy Mechanism Wenyuan Zeng Wenjie Luo Sanja Fidler R. Urtasun 52 101 0 10 Nov 2016
Neural Summarization by Extracting Sentences and Words Jianpeng Cheng Mirella Lapata 67 806 0 23 Mar 2016
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.5K 149,842 0 22 Dec 2014
On the Properties of Neural Machine Translation: Encoder-Decoder Approaches Kyunghyun Cho B. V. Merrienboer Dzmitry Bahdanau Yoshua Bengio AI4CE AIMat 221 6,772 0 03 Sep 2014
Neural Machine Translation by Jointly Learning to Align and Translate Dzmitry Bahdanau Kyunghyun Cho Yoshua Bengio AIMat 509 27,263 0 01 Sep 2014