MDRE-LLM: A Tool for Analysing and Applying LLMs in Software Reverse Engineering
Understanding and maintaining software systems often requires extracting high-level abstractions, such as domain models, from source code. textit{MDRE-LLM} addresses this challenge by integrating Large Language Models (LLMs) with traditional Model-Driven Reverse Engineering (MDRE) techniques, offering an innovative approach to automate and enhance domain model recovery. The tool supports flexible granularity strategies, enabling precise control over recovery detail, and includes model comparisons to validate the accuracy of LLM-generated models against baseline models retrieved deterministically.
MDRE-LLM addresses diverse use cases, including analyzing legacy systems with minimal documentation, rapidly comprehending large-scale codebases, validating LLM performance in reverse engineering tasks, and generating reproducible datasets that pair Java projects with their domain models. These capabilities have the potential to improve software analysis and refactoring while advance AI-driven research and education by fostering systematic experimentation and collaboration.
Thu 6 MarDisplayed time zone: Eastern Time (US & Canada) change
14:00 - 15:30 | Tool Demo and ShowcaseTool Demo Track at M-2401 Chair(s): Brittany Reid Nara Institute of Science and Technology | ||
14:00 7mTalk | AIOpsArena: Scenario-Oriented Evaluation and Leaderboard for AIOps Algorithms in Microservices Tool Demo Track Yongqian Sun Nankai University, Jiaju Wang nankai university, Zhengdan Li Nankai University, Xiaohui Nie Computer Network Information Center at Chinese Academy of Sciences, Minghua Ma Microsoft Research, Shenglin Zhang Nankai University, Yuhe Ji Nankai University, Lu Zhang Peking University, Wen Long Nankai University, Yongnan Luo Nankai University, Hengmao Chen BizSeer, Dan Pei Tsinghua University | ||
14:07 7mTalk | AutoGuard: Reporting breaking changes of REST APIs from Java Spring Boot source code Tool Demo Track Alexander Lercher University of Klagenfurt, Clemens Bauer University of Klagenfurt, Christian Macho University of Klagenfurt, Martin Pinzger Universität Klagenfurt File Attached | ||
14:14 7mTalk | ContractViz: Extending Eclipse Trace Compass for Smart Contract Transaction Analysis Tool Demo Track Xiaolin Liu KTH Royal Institute of Technology, Adel Belkhiri École Polytechnique de Montréal, Mónica Jin KTH Royal Institute of Technology, Yi Li Nanyang Technological University, Cyrille Artho KTH Royal Institute of Technology, Sweden | ||
14:21 7mTalk | DATSO: A Difficulty Assessment Tool for Stack Overflow Questions Tool Demo Track Aman Swaraj Dept. of Computer Science & Engineering, Indian Institute of Technology, Roorkee, India, Neha Gujar Dept. of Computer Science & Engineering, Indian Institute of Technology, Roorkee, India, Manashree Kalode Dept. of Computer Science & Engineering, Indian Institute of Technology, Roorkee, India, Bhoomi Bonal Dept. of Computer Science & Engineering, Indian Institute of Technology, Roorkee, India, Krishna Agarwal Dept. of Computer Science & Engineering, Indian Institute of Technology, Roorkee, India, Sandeep Kumar Dept. of Computer Science & Engineering, Indian Institute of Technology, Roorkee, India | ||
14:28 7mTalk | DragonRadar: Fuzzing Linux Kernel Deployed in Cloud-Native Environment Tool Demo Track Heyuan Shi Central South University, Weibo Zhang Central South University, Runzhe Wang Alibaba Group, Xiaohai Shi Alibaba Group, Guoyu Yin Central South University, Shijun Chen Central South University, Yuhan Chen Central South Sniversity, Qiang Zhang Hunan University, Jianzhong Liu Tsinghua University, Yuheng Shen Tsinghua University | ||
14:35 7mTalk | GHAminer: An Open Source Tool to Extract GitHub Actions Build Metrics Tool Demo Track Jasem Khelifi ETS Montreal, University of Quebec, Yacine Benzina ETS Montreal, University of Quebec, Moataz Chouchen Department of Electrical and Computer Engineering, Concordia University, Montreal, Canada, Ali Ouni ETS Montreal, University of Quebec, Mohammed SAYAGH Queen's University, Salah Bouktif United Arab Emirates University | ||
14:42 7mTalk | IFKG: An Intelligent Fault Diagnosis Tool with Knowledge Graph and Generative LLM Tool Demo Track Xixuan Yang School of Software and Microelectronics, Peking University, Tong Jia Institute for Artificial Intelligence, Peking University, Beijing, China, Ying Li School of Software and Microelectronics, Peking University, Beijing, China, Gang Huang School of Software and Microelectronics, Peking University | ||
14:49 7mTalk | LeakageDetector: An Open Source Data Leakage Analysis Tool in Machine Learning Pipelines Tool Demo Track Eman Abdullah AlOmar Stevens Institute of Technology, USA, Catherine DeMario Stevens Institute of Technology, Roger Shagawat Stevens Institute of Technology, Brandon Kreiser Stevens Institute of Technology | ||
14:56 7mTalk | MDRE-LLM: A Tool for Analysing and Applying LLMs in Software Reverse Engineering Tool Demo Track | ||