Large Language Models for Software Engineering: A Systematic Literature Review

21 August 2023

Kailong Wang

Haoyu Wang

Papers citing "Large Language Models for Software Engineering: A Systematic Literature Review"

50 / 142 papers shown

Title
Don't Transform the Code, Code the Transforms: Towards Precise Code Rewriting using LLMs Chris Cummins Volker Seeker Jordi Armengol-Estapé Aram H. Markosyan Gabriel Synnaeve Hugh Leather 14 2 0 11 Oct 2024
Decoding Secret Memorization in Code LLMs Through Token-Level Characterization Yuqing Nie Chong Wang K. Wang Guoai Xu Guosheng Xu Haoyu Wang OffRL 37 0 0 11 Oct 2024
In-Context Code-Text Learning for Bimodal Software Engineering Xunzhu Tang Liran Wang Yonghui Liu Linzheng Chai Jian Yang Zhoujun Li Haoye Tian Jacques Klein Tegawende F. Bissyande 17 0 0 08 Oct 2024
Remaining Useful Life Prediction: A Study on Multidimensional Industrial Signal Processing and Efficient Transfer Learning Based on Large Language Models Yan Chen Cheng Liu AI4CE 19 1 0 04 Oct 2024
Steering Large Language Models between Code Execution and Textual Reasoning Yongchao Chen Harsh Jhamtani Srinagesh Sharma Chuchu Fan Chi Wang LLMAG LRM 23 6 0 04 Oct 2024
RepoGraph: Enhancing AI Software Engineering with Repository-level Code Graph Siru Ouyang W. Yu Kaixin Ma Zilin Xiao Z. Zhang Mengzhao Jia J. Han H. Zhang Dong Yu 47 12 0 03 Oct 2024
Demystifying Issues, Causes and Solutions in LLM Open-Source Projects Yangxiao Cai Peng Liang Yifei Wang Zengyang Li Mojtaba Shahin 40 2 0 25 Sep 2024
VoiceWukong: Benchmarking Deepfake Voice Detection Ziwei Yan Yanjie Zhao Haoyu Wang 19 0 0 10 Sep 2024
An overview of domain-specific foundation model: key technologies, applications and challenges Haolong Chen Hanzhi Chen Zijian Zhao Kaifeng Han Guangxu Zhu Yichen Zhao Ying Du Wei Xu Qingjiang Shi ALM VLM 56 4 0 06 Sep 2024
Enhancing Source Code Security with LLMs: Demystifying The Challenges and Generating Reliable Repairs Nafis Tanveer Islam Joseph Khoury Andrew Seong E. Bou-Harb Peyman Najafirad AAML 18 0 0 01 Sep 2024
GenAI-powered Multi-Agent Paradigm for Smart Urban Mobility: Opportunities and Challenges for Integrating Large Language Models (LLMs) and Retrieval-Augmented Generation (RAG) with Intelligent Transportation Systems Haowen Xu Jinghui Yuan Anye Zhou Guanhao Xu Wan Li Xuegang Ban Xinyue Ye 16 1 0 31 Aug 2024
Understanding Defects in Generated Codes by Language Models Ali Mohammadi Esfahani N. Kahani S. Ajila 18 0 0 23 Aug 2024
Icing on the Cake: Automatic Code Summarization at Ericsson G. Sridhara Sujoy Roychowdhury Sumit Soman Ranjani H G Ricardo Britto 31 1 0 19 Aug 2024
Better Python Programming for all: With the focus on Maintainability Karthik Shivashankar Antonio Martini KELM 34 0 0 17 Aug 2024
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 41 6 0 09 Aug 2024
From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future Haolin Jin Linghan Huang Haipeng Cai Jun Yan Bo Li Huaming Chen 53 24 0 05 Aug 2024
Evaluating the Impact of Advanced LLM Techniques on AI-Lecture Tutors for a Robotics Course Sebastian Kahl Felix Löffler Martin Maciol Fabian Ridder Marius Schmitz Jennifer Spanagel Jens Wienkamp Christopher Burgahn M. Schilling 23 3 0 02 Aug 2024
Can Developers Prompt? A Controlled Experiment for Code Documentation Generation L. Herrmann Tim Puhlfürß Felix Dietrich 18 3 0 01 Aug 2024
A Solution toward Transparent and Practical AI Regulation: Privacy Nutrition Labels for Open-source Generative AI-based Applications Meixue Si Shidong Pan Dianshu Liao Xiaoyu Sun Zhenyuan Tao Wenchang Shi Zhenchang Xing 27 3 0 22 Jul 2024
Source Code Summarization in the Era of Large Language Models Weisong Sun Yun Miao Yuekang Li Hongyu Zhang Chunrong Fang Yi Liu Gelei Deng Yang Liu Zhenyu Chen ELM 34 11 0 09 Jul 2024
6GSoft: Software for Edge-to-Cloud Continuum Muhammad Azeem Akbar Matteo Esposito Sami Hyrynsalmi Karthikeyan Dinesh Kumar Valentina Lenarduzzi ... Kari Systä Davide Taibi Nan Yang Zheying Zhang Muhammad Zohaib 28 2 0 08 Jul 2024
Meta Large Language Model Compiler: Foundation Models of Compiler Optimization Chris Cummins Volker Seeker Dejan Grubisic Baptiste Roziere Jonas Gehring Gabriel Synnaeve Hugh Leather 21 15 0 27 Jun 2024
Evaluating the Efficacy of Foundational Models: Advancing Benchmarking Practices to Enhance Fine-Tuning Decision-Making O. Amujo S. Yang 22 0 0 25 Jun 2024
BigCodeBench: Benchmarking Code Generation with Diverse Function Calls and Complex Instructions Terry Yue Zhuo Minh Chien Vu Jenny Chim Han Hu Wenhao Yu ... David Lo Daniel Fried Xiaoning Du H. D. Vries Leandro von Werra 65 125 0 22 Jun 2024
StackRAG Agent: Improving Developer Answers with Retrieval-Augmented Generation Davit O. Abrahamyan Fatemeh H. Fard LLMAG RALM 16 0 0 19 Jun 2024
GPT-Powered Elicitation Interview Script Generator for Requirements Engineering Training Binnur Görer Fatma Başak Aydemir 25 3 0 17 Jun 2024
Unlock the Correlation between Supervised Fine-Tuning and Reinforcement Learning in Training Code Large Language Models Jie Chen Xintian Han Yu Ma Xun Zhou Liang Xiang ALM LRM 21 2 0 14 Jun 2024
Large Language Models as Software Components: A Taxonomy for LLM-Integrated Applications Irene Weber 35 7 0 13 Jun 2024
Beyond Words: On Large Language Models Actionability in Mission-Critical Risk Analysis Matteo Esposito Francesco Palagiano Valentina Lenarduzzi Davide Taibi 72 6 0 11 Jun 2024
Morescient GAI for Software Engineering Marcus Kessel Colin Atkinson SyDa 25 3 0 07 Jun 2024
A Survey Study on the State of the Art of Programming Exercise Generation using Large Language Models Eduard Frankford Ingo Höhn Clemens Sauerwein Ruth Breu ELM 22 2 0 30 May 2024
OptLLM: Optimal Assignment of Queries to Large Language Models Yueyue Liu Hongyu Zhang Yuantian Miao Van-Hoang Le Zhiqiang Li 16 0 0 24 May 2024
When LLMs Meet Cybersecurity: A Systematic Literature Review Jie Zhang Haoyu Bu Hui Wen Yu Chen Lun Li Hongsong Zhu 24 36 0 06 May 2024
Enhancing Trust in LLM-Generated Code Summaries with Calibrated Confidence Scores Yuvraj Virk Prem Devanbu Toufique Ahmed 46 4 0 30 Apr 2024
LLeMpower: Understanding Disparities in the Control and Access of Large Language Models Vishwas Sathish Hannah Lin Aditya K Kamath Anish Nyayachavadi 19 4 0 14 Apr 2024
Test Code Generation for Telecom Software Systems using Two-Stage Generative Model Mohamad Nabeel Doumitrou Daniil Nimara Tahar Zanouda 24 2 0 14 Apr 2024
Model Generation with LLMs: From Requirements to UML Sequence Diagrams Alessio Ferrari Sallam Abualhaija Chetan Arora 32 6 0 09 Apr 2024
Open-Source AI-based SE Tools: Opportunities and Challenges of Collaborative Software Learning Zhihao Lin Wei Ma Tao Lin Yaowen Zheng Jingquan Ge Jun Wang Jacques Klein Tegawende F. Bissyande Yang Liu Li Li VLM 19 4 0 09 Apr 2024
Automating Research Synthesis with Domain-Specific Large Language Model Fine-Tuning Teo Susnjak Peter Hwang N. Reyes A. Barczak Timothy R. McIntosh Surangika Ranathunga 41 22 0 08 Apr 2024
An Investigation into Misuse of Java Security APIs by Large Language Models Zahra Mousavi Chadni Islam Kristen Moore A. Abuadbba Muhammad Ali Babar SILM 19 13 0 04 Apr 2024
The RealHumanEval: Evaluating Large Language Models' Abilities to Support Programmers Hussein Mozannar Valerie Chen Mohammed Alsobay Subhro Das Sebastian Zhao Dennis L. Wei Manish Nagireddy P. Sattigeri Ameet Talwalkar David Sontag ELM 30 18 0 03 Apr 2024
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 83 2 0 27 Mar 2024
MAGIS: LLM-Based Multi-Agent Framework for GitHub Issue Resolution Wei Tao Yucheng Zhou Yanlin Wang Wenqiang Zhang Hongyu Zhang Yu-Xi Cheng LLMAG 41 36 0 26 Mar 2024
Reasoning Runtime Behavior of a Program with LLM: How Far Are We? Junkai Chen Zhiyuan Pan Xing Hu Zhenhao Li Ge Li Xin Xia LRM 21 20 0 25 Mar 2024
Large Language Models for Blockchain Security: A Systematic Literature Review Zheyuan He Zihao Li Sen Yang Ao Qiao Xiaosong Zhang Xiapu Luo Ting Chen Ting Chen PILM 42 14 0 21 Mar 2024
InfiBench: Evaluating the Question-Answering Capabilities of Code Large Language Models Linyi Li Shijie Geng Zhenwen Li Yibo He Hao Yu Ziyue Hua Guanghan Ning Siwei Wang Tao Xie Hongxia Yang ELM 26 2 0 11 Mar 2024
Exploring the Potential of Large Language Models for Improving Digital Forensic Investigation Efficiency Akila Wickramasekara F. Breitinger Mark Scanlon 39 7 0 29 Feb 2024
Data-driven Discovery with Large Generative Models Bodhisattwa Prasad Majumder Harshit Surana Dhruv Agarwal Sanchaita Hazra Ashish Sabharwal Peter Clark 16 9 0 21 Feb 2024
API Pack: A Massive Multi-Programming Language Dataset for API Call Generation Zhen Guo Adriana Meza Soria Wei Sun Yikang Shen Rameswar Panda ELM ALM 32 1 0 14 Feb 2024
CyberMetric: A Benchmark Dataset based on Retrieval-Augmented Generation for Evaluating LLMs in Cybersecurity Knowledge Norbert Tihanyi M. Ferrag Ridhi Jain Tamás Bisztray Merouane Debbah ELM 17 18 0 12 Feb 2024