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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
RITFIS: Robust input testing framework for LLMs-based intelligent software Ming-Ming Xiao Yan Xiao Hai Dong Shunhui Ji Pengcheng Zhang AAML 80 5 0 21 Feb 2024
Can Large Language Model Agents Simulate Human Trust Behaviors? Chengxing Xie Canyu Chen Feiran Jia Ziyu Ye Kai Shu Adel Bibi Ziniu Hu Philip Torr Guohao Li Ge Li LM&Ro LLMAG 112 60 0 07 Feb 2024
More Agents Is All You Need Junyou Li Qin Zhang Yangbin Yu Qiang Fu Deheng Ye LLMAG 174 72 0 03 Feb 2024
LLM-based NLG Evaluation: Current Status and Challenges Mingqi Gao Xinyu Hu Jie Ruan Xiao Pu Xiaojun Wan ELM LM&MA 183 40 0 02 Feb 2024
Executable Code Actions Elicit Better LLM Agents Xingyao Wang Yangyi Chen Lifan Yuan Yizhe Zhang Yunzhu Li Hao Peng Heng Ji ELM LLMAG LM&Ro 92 164 0 01 Feb 2024
Code-Aware Prompting: A study of Coverage Guided Test Generation in Regression Setting using LLM Gabriel Ryan Siddhartha Jain Mingyue Shang Shiqi Wang Xiaofei Ma M. K. Ramanathan Baishakhi Ray LRM 58 67 0 31 Jan 2024
Finetuning Large Language Models for Vulnerability Detection Alexey Shestov Rodion Levichev Ravil Mussabayev Evgeny Maslov Anton Cheshkov Pavel Zadorozhny 34 31 0 30 Jan 2024
Code Generation with AlphaCodium: From Prompt Engineering to Flow Engineering T. Ridnik Dedy Kredo Itamar Friedman 89 68 0 16 Jan 2024
A Novel Approach for Automatic Program Repair using Round-Trip Translation with Large Language Models Fernando Vallecillos Ruiz Anastasiia Grishina Max Hort Leon Moonen LRM 79 4 0 15 Jan 2024
Leveraging Print Debugging to Improve Code Generation in Large Language Models Xueyu Hu Kun Kuang Jiankai Sun Hongxia Yang Leilei Gan 42 11 0 10 Jan 2024
XUAT-Copilot: Multi-Agent Collaborative System for Automated User Acceptance Testing with Large Language Model Zhitao Wang Wei Wang Zirao Li Long Wang Can Yi Xinjie Xu Luyang Cao Hanjing Su Shouzhi Chen Jun Zhou ALM LLMAG 59 9 0 05 Jan 2024
Large Language Models in Law: A Survey Jinqi Lai Wensheng Gan Jiayang Wu Zhenlian Qi Philip S. Yu ELM AILaw 98 86 0 26 Nov 2023
Which AI Technique Is Better to Classify Requirements? An Experiment with SVM, LSTM, and ChatGPT Abdelkarim El-Hajjami Nicolas Fafin Camille Salinesi AI4TS LLMAG 19 6 0 20 Nov 2023
MetaAgents: Simulating Interactions of Human Behaviors for LLM-based Task-oriented Coordination via Collaborative Generative Agents Yuan Li Yixuan Zhang Lichao Sun LLMAG LM&Ro 64 110 0 10 Oct 2023
NEFTune: Noisy Embeddings Improve Instruction Finetuning Neel Jain Ping Yeh-Chiang Yuxin Wen John Kirchenbauer Hong-Min Chu ... Avi Schwarzschild Aniruddha Saha Micah Goldblum Jonas Geiping Tom Goldstein 61 81 0 09 Oct 2023
Towards End-to-End Embodied Decision Making via Multi-modal Large Language Model: Explorations with GPT4-Vision and Beyond Liang Chen Yichi Zhang Shuhuai Ren Haozhe Zhao Zefan Cai Yuchi Wang Peiyi Wang Tianyu Liu Baobao Chang LM&Ro LLMAG 112 44 0 03 Oct 2023
L2MAC: Large Language Model Automatic Computer for Extensive Code Generation Samuel Holt Max Ruiz Luyten M. Schaar LLMAG 60 16 0 02 Oct 2023
Large Language Model-Powered Smart Contract Vulnerability Detection: New Perspectives Sihao Hu Tiansheng Huang Fatih İlhan Selim Furkan Tekin Ling Liu 73 55 0 02 Oct 2023
How well does LLM generate security tests? Ying Zhang Wen-Kai Song Zhengjie Ji Danfeng D. Yao Na Meng 59 35 0 01 Oct 2023
SELF: Self-Evolution with Language Feedback Jianqiao Lu Wanjun Zhong Wenyong Huang Yufei Wang Qi Zhu ... Weichao Wang Xingshan Zeng Lifeng Shang Xin Jiang Qun Liu LRM SyDa 91 7 0 01 Oct 2023
L2CEval: Evaluating Language-to-Code Generation Capabilities of Large Language Models Ansong Ni Pengcheng Yin Yilun Zhao Chen Wei Yanjun Wang ... Mingyuan Zhang Chen Change Loy Yingbo Zhou Dragomir R. Radev Arman Cohan ELM 66 20 0 29 Sep 2023
The Rise and Potential of Large Language Model Based Agents: A Survey Zhiheng Xi Wenxiang Chen Xin Guo Wei He Yiwen Ding ... Wenjuan Qin Yongyan Zheng Xipeng Qiu Xuanjing Huan Tao Gui LM&MA LM&Ro 3DV AI4CE 121 955 0 14 Sep 2023
A Survey on Large Language Model based Autonomous Agents Lei Wang Chengbang Ma Xueyang Feng Zeyu Zhang Hao-ran Yang ... Xu Chen Yankai Lin Wayne Xin Zhao Zhewei Wei Ji-Rong Wen LLMAG AI4CE LM&Ro 95 1,308 0 22 Aug 2023
Large Language Models for Software Engineering: A Systematic Literature Review Xinying Hou Yanjie Zhao Yue Liu Zhou Yang Kailong Wang Li Li Xiapu Luo David Lo John C. Grundy Haoyu Wang 60 411 0 21 Aug 2023
ExpeL: LLM Agents Are Experiential Learners Andrew Zhao Daniel Huang Quentin Xu Matthieu Lin Yang Liu Gao Huang LLMAG 108 223 0 20 Aug 2023
PentestGPT: An LLM-empowered Automatic Penetration Testing Tool Gelei Deng Yi Liu Víctor Mayoral-Vilches Peng Liu Yuekang Li Yuan Xu Tianwei Zhang Yang Liu M. Pinzger Stefan Rass LLMAG 65 89 0 13 Aug 2023
BOLAA: Benchmarking and Orchestrating LLM-augmented Autonomous Agents Zhiwei Liu Weiran Yao Jianguo Zhang Le Xue Shelby Heinecke ... Ran Xu P. Mùi Haiquan Wang Caiming Xiong Silvio Savarese LLMAG 87 86 0 11 Aug 2023
Fuzz4All: Universal Fuzzing with Large Language Models Chun Xia Matteo Paltenghi Jia Le Tian Michael Pradel Lingming Zhang ELM 75 119 0 09 Aug 2023
Flows: Building Blocks of Reasoning and Collaborating AI Martin Josifoski Lars Klein Maxime Peyrard Nicolas Mario Baldwin Yifei Li ... Julian Paul Schnitzler Yuxing Yao Jiheng Wei Debjit Paul Robert West AI4CE 69 25 0 02 Aug 2023
MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework Sirui Hong Mingchen Zhuge Jonathan Chen Xiawu Zheng Yuheng Cheng ... Liyang Zhou Chenyu Ran Lingfeng Xiao Chenglin Wu Jürgen Schmidhuber LLMAG AIFin 103 0 0 01 Aug 2023
The Hitchhiker's Guide to Program Analysis: A Journey with Large Language Models Haonan Li Yu Hao Yizhuo Zhai Zhiyun Qian LLMAG 43 28 0 01 Aug 2023
ToolLLM: Facilitating Large Language Models to Master 16000+ Real-world APIs Yujia Qin Shi Liang Yining Ye Kunlun Zhu Lan Yan ... Jie Zhou Mark B. Gerstein Dahai Li Zhiyuan Liu Maosong Sun CLL ALM LLMAG ELM LM&MA 185 707 0 31 Jul 2023
Getting pwn'd by AI: Penetration Testing with Large Language Models A. Happe Jürgen Cito 72 83 0 24 Jul 2023
Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena Lianmin Zheng Wei-Lin Chiang Ying Sheng Siyuan Zhuang Zhanghao Wu ... Dacheng Li Eric Xing Haotong Zhang Joseph E. Gonzalez Ion Stoica ALM OSLM ELM 426 4,422 0 09 Jun 2023
SQL-PaLM: Improved Large Language Model Adaptation for Text-to-SQL (extended) Ruoxi Sun Sercan O. Arik Alex Muzio Lesly Miculicich S. Gundabathula ... Hanjun Dai Hootan Nakhost Rajarishi Sinha Zifeng Wang Tomas Pfister 81 33 0 26 May 2023
ChatGPT: A Study on its Utility for Ubiquitous Software Engineering Tasks G. Sridhara Ranjani H.G. Sourav Mazumdar LLMAG ELM AI4MH 47 38 0 26 May 2023
Voyager: An Open-Ended Embodied Agent with Large Language Models Guanzhi Wang Yuqi Xie Yunfan Jiang Ajay Mandlekar Chaowei Xiao Yuke Zhu Linxi Fan Anima Anandkumar LM&Ro SyDa 156 838 0 25 May 2023
ALGO: Synthesizing Algorithmic Programs with LLM-Generated Oracle Verifiers Kexun Zhang Danqing Wang Jingtao Xia William Yang Wang Lei Li 77 41 0 24 May 2023
QLoRA: Efficient Finetuning of Quantized LLMs Tim Dettmers Artidoro Pagnoni Ari Holtzman Luke Zettlemoyer ALM 154 2,602 0 23 May 2023
LLM-powered Data Augmentation for Enhanced Cross-lingual Performance Chenxi Whitehouse Monojit Choudhury Alham Fikri Aji SyDa LRM 82 74 0 23 May 2023
AlpacaFarm: A Simulation Framework for Methods that Learn from Human Feedback Yann Dubois Xuechen Li Rohan Taori Tianyi Zhang Ishaan Gulrajani Jimmy Ba Carlos Guestrin Percy Liang Tatsunori B. Hashimoto ALM 134 605 0 22 May 2023
LMs: Understanding Code Syntax and Semantics for Code Analysis Wei Ma Shangqing Liu Zhihao Lin Wenhan Wang Q. Hu Ye Liu Cen Zhang Liming Nie Li Li Yang Liu 76 16 0 20 May 2023
Tree of Thoughts: Deliberate Problem Solving with Large Language Models Shunyu Yao Dian Yu Jeffrey Zhao Izhak Shafran Thomas Griffiths Yuan Cao Karthik Narasimhan LM&Ro LRM AI4CE 161 2,025 0 17 May 2023
CodeT5+: Open Code Large Language Models for Code Understanding and Generation Yue Wang Hung Le Akhilesh Deepak Gotmare Nghi D. Q. Bui Junnan Li Steven C. H. Hoi ALM 80 491 0 13 May 2023
Harnessing the Power of LLMs in Practice: A Survey on ChatGPT and Beyond Jingfeng Yang Hongye Jin Ruixiang Tang Xiaotian Han Qizhang Feng Haoming Jiang Bing Yin Helen Zhou LM&MA 203 675 0 26 Apr 2023
Empirical Evaluation of ChatGPT on Requirements Information Retrieval Under Zero-Shot Setting Jianzhang Zhang Yiyang Chen Nan Niu Yinglin Wang Chuang Liu 74 20 0 25 Apr 2023
Evaluation of ChatGPT Model for Vulnerability Detection Anton Cheshkov Pavel Zadorozhny Rodion Levichev 31 72 0 12 Apr 2023
Teaching Large Language Models to Self-Debug Xinyun Chen Maxwell Lin Nathanael Scharli Denny Zhou LRM 121 702 0 11 Apr 2023
CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Ge Li Hasan Hammoud Hani Itani Dmitrii Khizbullin Guohao Li SyDa ALM 130 513 0 31 Mar 2023
HuggingGPT: Solving AI Tasks with ChatGPT and its Friends in Hugging Face Yongliang Shen Kaitao Song Xu Tan Dongsheng Li Weiming Lu Yueting Zhuang MLLM 122 908 0 30 Mar 2023