A Tool for Automatically Cataloguing and Selecting Pre-Trained Models and Datasets for Software Engineering
The rapid growth of machine learning assets has made it increasingly difficult for software engineers to identify models and datasets that match their specific needs. Browsing large registries, such as Hugging Face, is time-consuming, error-prone, and rarely tailored to Software Engineering (SE) tasks. We present \textit{MLAssetSelection}, a web application that automatically extracts SE assets and supports four key functionalities: (i) a configurable leaderboard for ranking models across multiple benchmarks and metrics; (ii) requirements-based selection of models and datasets; (iii) real-time automated updates through scheduled jobs that keep asset information current; and (iv) user-centric features including login, personalized asset lists, and configurable alert notifications. A demonstration video is available at https://youtu.be/t6CJ6P9asV4.
Thu 9 JulDisplayed time zone: Eastern Time (US & Canada) change
14:00 - 15:30 | MSR 2Tool Demonstrations / Research Papers / Ideas, Visions and Reflections / Journal-First Paper at MB 3.430 Chair(s): Shurui Zhou University of Toronto | ||
14:00 10mTalk | Mapping GitHub Sponsorships: A Longitudinal Observatory for Open-Source Sustainability Tool Demonstrations | ||
14:10 20mTalk | HAFix: History-Augmented Large Language Models for Bug Fixing Journal-First Paper Yu Shi Queen's University, Abdul Ali Bangash Lahore University of Management Sciences, Emad Fallahzadeh Queen's University, Bram Adams Queen's University, Ahmed E. Hassan Queen’s University Pre-print | ||
14:30 20mTalk | Characterizing and Mitigating False-Positive Bug Reports in the Linux Kernel Research Papers jiashuo tian Tianjin University, Dong Wang Tianjin University, Chen Yang Tianjin University, Haichi Wang Tianjin University, Zan Wang Tianjin University, Junjie Chen Tianjin University Pre-print | ||
14:50 10mTalk | Causal Software Engineering: A Vision and Roadmap Ideas, Visions and Reflections Roberto Pietrantuono Università di Napoli Federico II, Luca Giamattei Università di Napoli Federico II, Stefano Russo Università di Napoli Federico II, Julien Siebert Fraunhofer IESE, Neil Walkinshaw The University of Sheffield | ||
15:00 10mTalk | A Tool for Automatically Cataloguing and Selecting Pre-Trained Models and Datasets for Software Engineering Tool Demonstrations Alexandra González Universitat Politècnica de Barcelona - BarcelonaTech (UPC), Oscar Cerezo Universitat Politècnica de Catalunya - BarcelonaTech (UPC), Xavier Franch Universitat Politècnica de Catalunya, Silverio Martínez-Fernández UPC-BarcelonaTech Pre-print Media Attached | ||