A Transformer-based Approach for Source Code Summarization

1 May 2020

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

50 / 67 papers shown

Title
MGS3: A Multi-Granularity Self-Supervised Code Search Framework Rui Li Junfeng Kang Qi Liu Liyang He Zheng Zhang Yunhao Sha Linbo Zhu Zhenya Huang 49 1 0 30 May 2025
Simple and Effective Baselines for Code Summarisation Evaluation Jade Robinson Jonathan K. Kummerfeld 101 0 0 26 May 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 138 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 157 7 0 09 Aug 2024
A Prompt Learning Framework for Source Code Summarization Weisong Sun Chunrong Fang Yudu You Yuchen Chen Yi Liu ... Quanjun Zhang Hanwei Qian Wei Zhao Yang Liu Zhenyu Chen LLMAG 90 14 0 26 Dec 2023
Configuration Validation with Large Language Models Xinyu Lian Yinfang Chen Runxiang Cheng Jie Huang Parth Thakkar Minjia Zhang Tianyin Xu 73 11 0 15 Oct 2023
LaFiCMIL: Rethinking Large File Classification from the Perspective of Correlated Multiple Instance Learning Tiezhu Sun Weiguo Pian N. Daoudi Kevin Allix Tegawende F. Bissyande Jacques Klein 128 1 0 30 Jul 2023
Neuro-symbolic Zero-Shot Code Cloning with Cross-Language Intermediate Representation Krishnam Hasija Shrishti Pradhan Manasi Patwardhan Raveendra Kumar Medicherla Lovekesh Vig Ravindra Naik 54 2 0 26 Apr 2023
Implant Global and Local Hierarchy Information to Sequence based Code Representation Models Kechi Zhang Zhuo Li Zhi Jin Ge Li 64 8 0 14 Mar 2023
APIContext2Com: Code Comment Generation by Incorporating Pre-Defined API Documentation Ramin Shahbazi Fatemeh H. Fard 65 2 0 03 Mar 2023
Syntax and Domain Aware Model for Unsupervised Program Translation Fang Liu Jia Li Li Zhang 67 18 0 08 Feb 2023
A Survey on Natural Language Processing for Programming Qingfu Zhu Xianzhen Luo Fang Liu Cuiyun Gao Wanxiang Che 74 3 0 12 Dec 2022
HieNet: Bidirectional Hierarchy Framework for Automated ICD Coding Shi Wang Daniel Tang Luchen Zhang Huilin Li Ding-Jung Han 60 10 0 09 Dec 2022
CodeExp: Explanatory Code Document Generation Haotian Cui Chenglong Wang Junjie Huang J. Inala Todd Mytkowicz Bolong Wang Jian Gao Nan Duan 103 4 0 25 Nov 2022
Leveraging Artificial Intelligence on Binary Code Comprehension Yifan Zhang 75 4 0 11 Oct 2022
Malicious Source Code Detection Using Transformer Chen Tsfaty Michael Fire 64 4 0 16 Sep 2022
Automatic Comment Generation via Multi-Pass Deliberation Fangwen Mu Xiao Chen Lin Shi Song Wang Qing Wang 80 13 0 14 Sep 2022
Diverse Title Generation for Stack Overflow Posts with Multiple Sampling Enhanced Transformer Fengji Zhang Jin Liu Yao Wan Xiao Yu Xiao Liu J. Keung 132 11 0 24 Aug 2022
NatGen: Generative pre-training by "Naturalizing" source code Saikat Chakraborty Toufique Ahmed Yangruibo Ding Prem Devanbu Baishakhi Ray AI4CE 116 118 0 15 Jun 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 95 33 0 15 Jun 2022
Learning code summarization from a small and local dataset Toufique Ahmed Prem Devanbu 79 10 0 02 Jun 2022
A Neural Network Architecture for Program Understanding Inspired by Human Behaviors Renyu Zhu Lei Yuan Xiang Li Ming Gao Wenyuan Cai 65 8 0 10 May 2022
A Survey of Deep Learning Models for Structural Code Understanding Ruoting Wu Yuxin Zhang Qibiao Peng Liang Chen Zibin Zheng 83 7 0 03 May 2022
GypSum: Learning Hybrid Representations for Code Summarization Yu Wang Yu Dong Xuesong Lu Aoying Zhou 57 27 0 26 Apr 2022
An Exploratory Study on Code Attention in BERT Rishab Sharma Fuxiang Chen Fatemeh H. Fard David Lo 77 27 0 05 Apr 2022
LAMNER: Code Comment Generation Using Character Language Model and Named Entity Recognition Rishab Sharma Fuxiang Chen Fatemeh H. Fard 86 4 0 05 Apr 2022
Learning Program Semantics with Code Representations: An Empirical Study J. Siow Shangqing Liu Xiaofei Xie Guozhu Meng Yang Liu 66 43 0 22 Mar 2022
MCoNaLa: A Benchmark for Code Generation from Multiple Natural Languages Zhiruo Wang Grace Cuenca Shuyan Zhou Frank F. Xu Graham Neubig 96 51 0 16 Mar 2022
ReACC: A Retrieval-Augmented Code Completion Framework Shuai Lu Nan Duan Hojae Han Daya Guo Seung-won Hwang Alexey Svyatkovskiy 84 149 0 15 Mar 2022
Source Code Summarization with Structural Relative Position Guided Transformer Zi Gong Cuiyun Gao Yasheng Wang Wenchao Gu Yun Peng Zenglin Xu 59 36 0 14 Feb 2022
GAP-Gen: Guided Automatic Python Code Generation Junchen Zhao Yurun Song Junlin Wang Ian G. Harris 60 6 0 19 Jan 2022
Assemble Foundation Models for Automatic Code Summarization Jian Gu P. Salza H. Gall 98 36 0 13 Jan 2022
VELVET: a noVel Ensemble Learning approach to automatically locate VulnErable sTatements Yangruibo Ding Sahil Suneja Yunhui Zheng Jim Laredo Alessandro Morari Gail E. Kaiser Baishakhi Ray AAML 122 49 0 20 Dec 2021
Towards More Efficient Insertion Transformer with Fractional Positional Encoding Zhisong Zhang Yizhe Zhang W. Dolan 97 0 0 12 Dec 2021
Multilingual training for Software Engineering Toufique Ahmed Prem Devanbu 134 76 0 03 Dec 2021
AST-Transformer: Encoding Abstract Syntax Trees Efficiently for Code Summarization Ze Tang Chuanyi Li Jidong Ge Xiaoyu Shen Zhengding Zhu B. Luo 61 26 0 02 Dec 2021
Leveraging Unsupervised Learning to Summarize APIs Discussed in Stack Overflow AmirHossein Naghshzan Latifa Guerrouj Olga Baysal 94 16 0 27 Nov 2021
GN-Transformer: Fusing Sequence and Graph Representation for Improved Code Summarization Junyan Cheng Iordanis Fostiropoulos Barry W. Boehm 41 9 0 17 Nov 2021
Counterfactual Explanations for Models of Code Jürgen Cito Işıl Dillig V. Murali S. Chandra AAML LRM 73 52 0 10 Nov 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 83 65 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 66 10 0 08 Oct 2021
CodeQA: A Question Answering Dataset for Source Code Comprehension Chenxiao Liu Xiaojun Wan 107 29 0 17 Sep 2021
Retrieval Augmented Code Generation and Summarization Md. Rizwan Parvez W. Ahmad Saikat Chakraborty Baishakhi Ray Kai-Wei Chang 70 191 0 26 Aug 2021
AVATAR: A Parallel Corpus for Java-Python Program Translation W. Ahmad Md Golam Rahman Tushar Saikat Chakraborty Kai-Wei Chang 86 81 0 26 Aug 2021
What do pre-trained code models know about code? Anjan Karmakar Romain Robbes ELM 84 91 0 25 Aug 2021
Impact of Evaluation Methodologies on Code Summarization Pengyu Nie Jiyang Zhang Junyi Jessy Li Raymond J. Mooney Miloš Gligorić 66 20 0 22 Aug 2021
On Multi-Modal Learning of Editing Source Code Saikat Chakraborty Baishakhi Ray KELM 68 59 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 185 93 0 15 Jul 2021
DeepMutants: Training neural bug detectors with contextual mutations Cedric Richter Heike Wehrheim 93 3 0 14 Jul 2021
Code to Comment Translation: A Comparative Study on Model Effectiveness & Errors Junayed Mahmud Fahim Faisal Raihan Islam Arnob Antonios Anastasopoulos Kevin Moran 127 20 0 15 Jun 2021