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From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future

5 August 2024

Papers citing "From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future"

50 / 128 papers shown

Title
SWE-rebench: An Automated Pipeline for Task Collection and Decontaminated Evaluation of Software Engineering Agents Ibragim Badertdinov Alexander Golubev Maksim Nekrashevich Anton Shevtsov Simon Karasik Andrei Andriushchenko Maria Trofimova Daria Litvintseva Boris Yangel 42 0 0 26 May 2025
Vibe Coding vs. Agentic Coding: Fundamentals and Practical Implications of Agentic AI Ranjan Sapkota Konstantinos I. Roumeliotis Manoj Karkee 91 1 0 26 May 2025
LLM-Powered AI Agent Systems and Their Applications in Industry Guannan Liang Qianqian Tong LLMAG LM&Ro 61 3 0 22 May 2025
SOCIA: An End-to-End Agentic Framework for Automated Cyber-Physical-Social Simulator Generation Yuncheng Hua Ji Miao Mehdi Jafari Jianxiang Xie Hao Xue Flora D. Salim 103 0 0 17 May 2025
CodeFlowBench: A Multi-turn, Iterative Benchmark for Complex Code Generation Sizhe Wang Ziyi Wang Dongsheng Ma Yongan Yu Rui Ling Zehan Li Feiyu Xiong Weinan Zhang LRM 128 0 0 30 Apr 2025
MARFT: Multi-Agent Reinforcement Fine-Tuning Junwei Liao Muning Wen Jun Wang Weinan Zhang OffRL 127 5 0 21 Apr 2025
Programming with Pixels: Computer-Use Meets Software Engineering Pranjal Aggarwal Sean Welleck 126 0 0 24 Feb 2025
From Local to Global: A Graph RAG Approach to Query-Focused Summarization Darren Edge Ha Trinh Newman Cheng Joshua Bradley Alex Chao Apurva Mody Steven Truitt Dasha Metropolitansky Robert Osazuwa Ness Jonathan Larson RALM 255 439 0 20 Feb 2025
ToolCoder: A Systematic Code-Empowered Tool Learning Framework for Large Language Models Hanxing Ding Shuchang Tao Liang Pang Zihao Wei Jinyang Gao Bolin Ding Huawei Shen Xueqi Chen LLMAG KELM 158 2 0 17 Feb 2025
Towards Advancing Code Generation with Large Language Models: A Research Roadmap Haolin Jin Huaming Chen Qinghua Lu Liming Zhu LLMAG 99 2 0 20 Jan 2025
OpenCodeInterpreter: Integrating Code Generation with Execution and Refinement Tianyu Zheng Ge Zhang Tianhao Shen Xueling Liu Bill Yuchen Lin Jie Fu Wenhu Chen Xiang Yue SyDa 150 128 0 08 Jan 2025
Dynamic Multi-Agent Orchestration and Retrieval for Multi-Source Question-Answer Systems using Large Language Models Antony Seabra Claudio Cavalcante Joao Nepomuceno Lucas Lago Nicolaas Ruberg Sergio Lifschitz 97 2 0 23 Dec 2024
Agent-as-a-Judge: Evaluate Agents with Agents Mingchen Zhuge Changsheng Zhao Dylan R. Ashley Wenyi Wang Dmitrii Khizbullin ... Raghuraman Krishnamoorthi Yuandong Tian Yangyang Shi Vikas Chandra Jürgen Schmidhuber ELM 115 44 0 14 Oct 2024
COOL: Efficient and Reliable Chain-Oriented Objective Logic with Neural Networks Feedback Control for Program Synthesis Jipeng Han 91 0 0 02 Oct 2024
RGD: Multi-LLM Based Agent Debugger via Refinement and Generation Guidance Haolin Jin Zechao Sun Huaming Chen LLMAG 70 2 0 02 Oct 2024
SuperCoder2.0: Technical Report on Exploring the feasibility of LLMs as Autonomous Programmer Anmol Gautam Kishore Kumar Adarsh Jha Mukunda NS Ishaan Bhola 143 2 0 17 Sep 2024
AgileCoder: Dynamic Collaborative Agents for Software Development based on Agile Methodology Minh Huynh Nguyen Thang Phan Chau Phong X. Nguyen Nghi D. Q. Bui 80 15 0 16 Jun 2024
Large Language Models as Software Components: A Taxonomy for LLM-Integrated Applications Irene Weber 81 9 0 13 Jun 2024
Typography Leads Semantic Diversifying: Amplifying Adversarial Transferability across Multimodal Large Language Models Hao-Ran Cheng Erjia Xiao Jiahang Cao Le Yang Kaidi Xu Jindong Gu Renjing Xu AAML 118 10 0 30 May 2024
PathOCL: Path-Based Prompt Augmentation for OCL Generation with GPT-4 Seif Abukhalaf Mohammad Hamdaqa Foutse Khomh LLMAG 71 7 0 21 May 2024
MapCoder: Multi-Agent Code Generation for Competitive Problem Solving Md. Ashraful Islam Mohammed Eunus Ali Md. Rizwan Parvez SyDa 88 68 0 18 May 2024
Iris: An AI-Driven Virtual Tutor For Computer Science Education Patrick Bassner Eduard Frankford Stephan Krusche 74 21 0 09 May 2024
Using LLMs in Software Requirements Specifications: An Empirical Evaluation Madhava Krishna Bhagesh Gaur Arsh Verma Pankaj Jalote 51 21 0 27 Apr 2024
LLMs in Web Development: Evaluating LLM-Generated PHP Code Unveiling Vulnerabilities and Limitations Rebeka Tóth Tamas Bisztray László Erdodi SILM 68 20 0 21 Apr 2024
Large Language Models as Test Case Generators: Performance Evaluation and Enhancement Ke-Shen Li Yuan Yuan LLMAG 53 19 0 20 Apr 2024
Who Validates the Validators? Aligning LLM-Assisted Evaluation of LLM Outputs with Human Preferences Shreya Shankar J.D. Zamfirescu-Pereira Bjorn Hartmann Aditya G. Parameswaran Ian Arawjo ALM 80 95 0 18 Apr 2024
LLM-Powered Test Case Generation for Detecting Bugs in Plausible Programs Kaibo Liu Yiyang Liu Zhenpeng Chen Jie M. Zhang Yudong Han Yudong Han Ge Li Yihong Dong Ge Li Gang Huang ELM 61 27 0 16 Apr 2024
LLM Agents can Autonomously Exploit One-day Vulnerabilities Richard Fang R. Bindu Akul Gupta Daniel Kang SILM LLMAG 131 66 0 11 Apr 2024
GoEX: Perspectives and Designs Towards a Runtime for Autonomous LLM Applications Shishir G. Patil Tianjun Zhang Vivian Fang Noppapon C Roy Huang Uc Berkeley Aaron Hao Martin Casado Joseph E. Gonzalez Raluca Ada Popa Ion Stoica ALM 74 12 0 10 Apr 2024
AutoCodeRover: Autonomous Program Improvement Yuntong Zhang Haifeng Ruan Zhiyu Fan Abhik Roychoudhury 97 68 0 08 Apr 2024
Elicitron: An LLM Agent-Based Simulation Framework for Design Requirements Elicitation Mohammadmehdi Ataei Hyunmin Cheong Daniele Grandi Ye Wang Nigel Morris Alexander Tessier 74 15 0 04 Apr 2024
Concept-Guided LLM Agents for Human-AI Safety Codesign Florian Geissler Karsten Roscher Mario Trapp LLMAG 37 4 0 03 Apr 2024
Long-context LLMs Struggle with Long In-context Learning Tianle Li Ge Zhang Quy Duc Do Xiang Yue Wenhu Chen 92 191 0 02 Apr 2024
Self-Organized Agents: A LLM Multi-Agent Framework toward Ultra Large-Scale Code Generation and Optimization Yoichi Ishibashi Yoshimasa Nishimura 68 41 0 02 Apr 2024
Automated User Story Generation with Test Case Specification Using Large Language Model Tajmilur Rahman Yuecai Zhu 50 9 0 02 Apr 2024
CYCLE: Learning to Self-Refine the Code Generation Yangruibo Ding Marcus J. Min Gail E. Kaiser Baishakhi Ray 123 35 0 27 Mar 2024
Vulnerability Detection with Code Language Models: How Far Are We? Yangruibo Ding Yanjun Fu Omniyyah Ibrahim Chawin Sitawarin Xinyun Chen Basel Alomair David Wagner Baishakhi Ray Yizheng Chen AAML 69 57 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 Cheng LLMAG 97 46 0 26 Mar 2024
RepairAgent: An Autonomous, LLM-Based Agent for Program Repair Islem Bouzenia Prem Devanbu Michael Pradel LLMAG KELM 71 83 0 25 Mar 2024
Engineering Safety Requirements for Autonomous Driving with Large Language Models Ali Nouri Beatriz Cabrero Daniel Fredrik Törner H.akan Sivencrona Christian Berger 83 13 0 24 Mar 2024
LLM-based agents for automating the enhancement of user story quality: An early report Zheying Zhang Maruf Rayhan Tomas Herda Manuel Goisauf Pekka Abrahamsson LLMAG 43 12 0 14 Mar 2024
ACFIX: Guiding LLMs with Mined Common RBAC Practices for Context-Aware Repair of Access Control Vulnerabilities in Smart Contracts Lyuye Zhang Kaixuan Li Kairan Sun Daoyuan Wu Ye Liu Haoye Tian Yang Liu 83 24 0 11 Mar 2024
Exploring LLM-based Agents for Root Cause Analysis Devjeet Roy Xuchao Zhang Rashi Bhave Chetan Bansal P. Las-Casas Rodrigo Fonseca Saravan Rajmohan 98 29 0 07 Mar 2024
Rethinking the Bounds of LLM Reasoning: Are Multi-Agent Discussions the Key? Qineng Wang Zihao Wang Ying Su Hanghang Tong Yangqiu Song LLMAG LRM 108 79 0 28 Feb 2024
Nissist: An Incident Mitigation Copilot based on Troubleshooting Guides Kaikai An Fangkai Yang Junting Lu Liqun Li Zhixing Ren ... Hua Ding Qingwei Lin Saravan Rajmohan Dongmei Zhang Qi Zhang 60 10 0 27 Feb 2024
Language Agents as Optimizable Graphs Mingchen Zhuge Wenyi Wang Louis Kirsch Francesco Faccio Dmitrii Khizbullin Jürgen Schmidhuber LLMAG 86 22 0 26 Feb 2024
LLMArena: Assessing Capabilities of Large Language Models in Dynamic Multi-Agent Environments Junzhe Chen Xuming Hu Shuodi Liu Shiyu Huang Weijuan Tu Zhaofeng He Lijie Wen ELM LLMAG 80 13 0 26 Feb 2024
Debug like a Human: A Large Language Model Debugger via Verifying Runtime Execution Step-by-step Li Zhong Zilong Wang Jingbo Shang 60 55 0 25 Feb 2024
AgentLite: A Lightweight Library for Building and Advancing Task-Oriented LLM Agent System Zhiwei Liu Weiran Yao Jianguo Zhang Liangwei Yang Zuxin Liu ... Jason M. Wu Huan Wang Shelby Heinecke Caiming Xiong Silvio Savarese LLMAG 55 30 0 23 Feb 2024
LLM Based Multi-Agent Generation of Semi-structured Documents from Semantic Templates in the Public Administration Domain Emanuele Musumeci Michele Brienza Vincenzo Suriani Daniele Nardi D. Bloisi LLMAG 110 11 0 21 Feb 2024