A Transformer-based Approach for Source Code Summarization

1 May 2020

Papers citing "A Transformer-based Approach for Source Code Summarization"

50 / 54 papers shown

Title
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Junda Zhao Yuliang Song Eldan Cohen 21 0 0 14 May 2025
AI-Mediated Code Comment Improvement Maria Dhakal Chia-Yi Su Robert Wallace Chris Fakhimi Aakash Bansal Toby Jia-Jun Li Yu Huang Collin McMillan SyDa 29 0 0 13 May 2025
Large Language Models are Qualified Benchmark Builders: Rebuilding Pre-Training Datasets for Advancing Code Intelligence Tasks Kang Yang Xinjun Mao Shangwen Wang Yanjie Wang Tanghaoran Zhang Bo Lin Yihao Qin Zhang Zhang Yao Lu Kamal Al-Sabahi ALM 170 1 0 28 Apr 2025
SURGE: On the Potential of Large Language Models as General-Purpose Surrogate Code Executors Bohan Lyu Siqiao Huang Zichen Liang Qi-An Sun Jiaming Zhang ELM LRM 60 0 0 16 Feb 2025
Natural Language Outlines for Code: Literate Programming in the LLM Era Kensen Shi Deniz Altınbüken Saswat Anand Mihai Christodorescu Katja Grünwedel ... Tobias Welp Pengcheng Yin Manzil Zaheer Satish Chandra Charles Sutton 52 6 0 09 Aug 2024
Defending Code Language Models against Backdoor Attacks with Deceptive Cross-Entropy Loss Guang Yang Yu Zhou Xiang Chen Xiangyu Zhang Terry Yue Zhuo David Lo Taolue Chen AAML 57 4 0 12 Jul 2024
Performance-Aligned LLMs for Generating Fast Code Daniel Nichols Pranav Polasam Harshitha Menon Aniruddha Marathe T. Gamblin A. Bhatele 35 8 0 29 Apr 2024
CSA-Trans: Code Structure Aware Transformer for AST Saeyoon Oh Shin Yoo 44 1 0 07 Apr 2024
UniTSyn: A Large-Scale Dataset Capable of Enhancing the Prowess of Large Language Models for Program Testing Yifeng He Jiabo Huang Yuyang Rong Yiwen Guo Ethan Wang Hao Chen 26 4 0 04 Feb 2024
Deep Learning for Code Intelligence: Survey, Benchmark and Toolkit Yao Wan Yang He Zhangqian Bi Jianguo Zhang Hongyu Zhang Yulei Sui Guandong Xu Hai Jin Philip S. Yu 43 20 0 30 Dec 2023
A Prompt Learning Framework for Source Code Summarization Weisong Sun Chunrong Fang Yudu You Yuchen Chen Yi Liu ... Quanjun Zhang Hanwei Qian Wei-Ye Zhao Yang Liu Zhenyu Chen LLMAG 45 13 0 26 Dec 2023
Sparse Attention-Based Neural Networks for Code Classification Ziyang Xiang Zaixin Zhang Qi Liu 12 0 0 11 Nov 2023
Configuration Validation with Large Language Models Xinyu Lian Yinfang Chen Runxiang Cheng Jie Huang Parth Thakkar Minjia Zhang Tianyin Xu 21 10 0 15 Oct 2023
AST-MHSA : Code Summarization using Multi-Head Self-Attention Y. Nagaraj U. Gupta 25 1 0 10 Aug 2023
Natural Language Generation and Understanding of Big Code for AI-Assisted Programming: A Review M. Wong Shangxin Guo Ching Nam Hang Siu-Wai Ho C. Tan 42 78 0 04 Jul 2023
Implant Global and Local Hierarchy Information to Sequence based Code Representation Models Kechi Zhang Zhuo Li Zhi Jin Ge Li 34 7 0 14 Mar 2023
A Survey on Natural Language Processing for Programming Qingfu Zhu Xianzhen Luo Fang Liu Cuiyun Gao Wanxiang Che 25 2 0 12 Dec 2022
HieNet: Bidirectional Hierarchy Framework for Automated ICD Coding Shi Wang Daniel Tang Luchen Zhang Huilin Li Ding-Jung Han 24 10 0 09 Dec 2022
Leveraging Artificial Intelligence on Binary Code Comprehension Yifan Zhang 37 3 0 11 Oct 2022
Malicious Source Code Detection Using Transformer Chen Tsfaty Michael Fire 37 4 0 16 Sep 2022
An Extractive-and-Abstractive Framework for Source Code Summarization Weisong Sun Chunrong Fang Yuchen Chen Quanjun Zhang Guanhong Tao Tingxu Han Yifei Ge Yudu You Bin Luo 26 29 0 15 Jun 2022
A Neural Network Architecture for Program Understanding Inspired by Human Behaviors Renyu Zhu Lei Yuan Xiang Li Ming Gao Wenyuan Cai 29 8 0 10 May 2022
An Exploratory Study on Code Attention in BERT Rishab Sharma Fuxiang Chen Fatemeh H. Fard David Lo 27 25 0 05 Apr 2022
LAMNER: Code Comment Generation Using Character Language Model and Named Entity Recognition Rishab Sharma Fuxiang Chen Fatemeh H. Fard 47 2 0 05 Apr 2022
MCoNaLa: A Benchmark for Code Generation from Multiple Natural Languages Zhiruo Wang Grace Cuenca Shuyan Zhou Frank F. Xu Graham Neubig 29 50 0 16 Mar 2022
Assemble Foundation Models for Automatic Code Summarization Jian Gu P. Salza H. Gall 36 34 0 13 Jan 2022
Towards More Efficient Insertion Transformer with Fractional Positional Encoding Zhisong Zhang Yizhe Zhang W. Dolan 46 0 0 12 Dec 2021
Multilingual training for Software Engineering Toufique Ahmed Prem Devanbu 70 73 0 03 Dec 2021
Leveraging Unsupervised Learning to Summarize APIs Discussed in Stack Overflow AmirHossein Naghshzan Latifa Guerrouj Olga Baysal 25 15 0 27 Nov 2021
Code Representation Learning with Prüfer Sequences Tenzin Jinpa Yong Gao 21 0 0 14 Nov 2021
Counterfactual Explanations for Models of Code Jürgen Cito Işıl Dillig V. Murali S. Chandra AAML LRM 32 48 0 10 Nov 2021
CoProtector: Protect Open-Source Code against Unauthorized Training Usage with Data Poisoning Zhensu Sun Xiaoning Du Fu Song Mingze Ni Li Li 30 68 0 25 Oct 2021
A Survey on Machine Learning Techniques for Source Code Analysis Tushar Sharma M. Kechagia Stefanos Georgiou Rohit Tiwari Indira Vats Hadi Moazen Federica Sarro 25 61 0 18 Oct 2021
Learning to Describe Solutions for Bug Reports Based on Developer Discussions Sheena Panthaplackel Junjie Li Miloš Gligorić Raymond J. Mooney LMTD 26 10 0 08 Oct 2021
CodeQA: A Question Answering Dataset for Source Code Comprehension Chenxiao Liu Xiaojun Wan 37 27 0 17 Sep 2021
AVATAR: A Parallel Corpus for Java-Python Program Translation W. Ahmad Md Golam Rahman Tushar Saikat Chakraborty Kai-Wei Chang 38 79 0 26 Aug 2021
What do pre-trained code models know about code? Anjan Karmakar Romain Robbes ELM 32 87 0 25 Aug 2021
Impact of Evaluation Methodologies on Code Summarization Pengyu Nie Jiyang Zhang Junyi Jessy Li Raymond J. Mooney Miloš Gligorić 24 19 0 22 Aug 2021
On Multi-Modal Learning of Editing Source Code Saikat Chakraborty Baishakhi Ray KELM 29 58 0 15 Aug 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 122 86 0 15 Jul 2021
DeepMutants: Training neural bug detectors with contextual mutations Cedric Richter Heike Wehrheim 19 3 0 14 Jul 2021
Code Structure Guided Transformer for Source Code Summarization Shuzheng Gao Cuiyun Gao Yulan He Jichuan Zeng L. Nie Xin Xia Michael R. Lyu 22 96 0 19 Apr 2021
Project-Level Encoding for Neural Source Code Summarization of Subroutines Aakash Bansal S. Haque Collin McMillan 14 48 0 22 Mar 2021
API2Com: On the Improvement of Automatically Generated Code Comments Using API Documentations Ramin Shahbazi Rishab Sharma Fatemeh H. Fard 27 25 0 19 Mar 2021
Unified Pre-training for Program Understanding and Generation Wasi Uddin Ahmad Saikat Chakraborty Baishakhi Ray Kai-Wei Chang 41 749 0 10 Mar 2021
Code Summarization with Structure-induced Transformer Hongqiu Wu Hai Zhao Min Zhang 41 84 0 29 Dec 2020
Learning to Represent Programs with Heterogeneous Graphs Kechi Zhang Wenhan Wang Huangzhao Zhang Ge Li Zhi Jin GNN 21 63 0 08 Dec 2020
Deep Graph Matching and Searching for Semantic Code Retrieval Xiang Ling Lingfei Wu Sai-gang Wang Gaoning Pan Tengfei Ma Fangli Xu A. Liu Chunming Wu S. Ji GNN 39 91 0 24 Oct 2020
CoreGen: Contextualized Code Representation Learning for Commit Message Generation L. Nie Cuiyun Gao Zhicong Zhong Wai Lam Yang Liu Zenglin Xu 26 46 0 14 Jul 2020
Retrieval-Augmented Generation for Code Summarization via Hybrid GNN Shangqing Liu Yu Chen Xiaofei Xie J. Siow Yang Liu 23 163 0 09 Jun 2020