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The rising energy demands of machine learning (ML), e.g., implemented in popular variants like retrieval-augmented generation (RAG) systems, have raised significant concerns about their environmental sustainability. While previous research…

Software Engineering · Computer Science 2026-01-13 Zhinuan Guo , Chushu Gao , Justus Bogner

The growing complexity of construction management (CM) projects, coupled with challenges such as strict regulatory requirements and labor shortages, requires specialized analytical tools that streamline project workflow and enhance…

Computation and Language · Computer Science 2025-04-15 Ruoxin Xiong , Yanyu Wang , Suat Gunhan , Yimin Zhu , Charles Berryman

Code review is one of the primary means of assuring the quality of released software along with testing and static analysis. However, code review requires experienced developers who may not always have the time to perform an in-depth review…

Software Engineering · Computer Science 2025-08-01 Shweta Ramesh , Joy Bose , Hamender Singh , A K Raghavan , Sujoy Roychowdhury , Giriprasad Sridhara , Nishrith Saini , Ricardo Britto

This article presents an application developed for electronically managing and analyzing assessment data for ABET accreditation purposes using Microsoft Access. It facilitates the data entry, analysis and record-keeping for criterion 3 and…

Physics Education · Physics 2019-01-18 Adeel Sabir , Nisar A. Abbasi , Md Nurul Islam

This paper introduces a comprehensive framework for the evaluation and validation of generative language models (GLMs), with a focus on Retrieval-Augmented Generation (RAG) systems deployed in high-stakes domains such as banking. GLM…

Computation and Language · Computer Science 2024-12-10 Agus Sudjianto , Aijun Zhang , Srinivas Neppalli , Tarun Joshi , Michal Malohlava

The increasing use of Retrieval-Augmented Generation (RAG) systems in various applications necessitates stringent protocols to ensure RAG systems accuracy, safety, and alignment with user intentions. In this paper, we introduce VERA…

Information Retrieval · Computer Science 2024-09-09 Tianyu Ding , Adi Banerjee , Laurent Mombaerts , Yunhong Li , Tarik Borogovac , Juan Pablo De la Cruz Weinstein

Large Language Models (LLMs), such as ChatGPT, demonstrate a strong understanding of human natural language and have been explored and applied in various fields, including reasoning, creative writing, code generation, translation, and…

Artificial Intelligence · Computer Science 2023-05-30 Zhenlong Li , Huan Ning

Scientific and engineering verticals often suffer from data scarcity and strict executability requirements: models must generate not only fluent text, but also syntactically valid, tool-compilable scripts. We present a schema-first…

Computational Engineering, Finance, and Science · Computer Science 2026-01-16 Di Wang , Zhenhua Wu , Yu Liu , Kai Chang , Shaohua Wu

Automation can play a prominent role in improving efficiency, accuracy, and scalability in infrastructure surveying and assessing construction and compliance standards. This paper presents a framework for automation of geometric…

Computer Vision and Pattern Recognition · Computer Science 2025-05-12 Amin Ghafourian , Andrew Lee , Dechen Gao , Tyler Beer , Kin Yen , Iman Soltani

The rapid pace of large-scale software development places increasing demands on traditional testing methodologies, often leading to bottlenecks in efficiency, accuracy, and coverage. We propose a novel perspective on software testing by…

Software Engineering · Computer Science 2025-04-08 Yuchen Wang , Shangxin Guo , Chee Wei Tan

Ensuring correctness is a pivotal aspect of software engineering. Among the various strategies available, software verification offers a definitive assurance of correctness. Nevertheless, writing verification proofs is resource-intensive…

Software Engineering · Computer Science 2024-06-06 Lichen Zhang , Shuai Lu , Nan Duan

The advent of Computer-Aided Design (CAD) generative modeling will significantly transform the design of industrial products. The recent research endeavor has extended into the realm of Large Language Models (LLMs). In contrast to…

Computer Vision and Pattern Recognition · Computer Science 2026-03-03 Xueyang Li , Jiahao Li , Yu Song , Yunzhong Lou , Xiangdong Zhou

Code review remains a critical yet resource-intensive process in software development, particularly challenging in large-scale industrial environments. While Large Language Models (LLMs) show promise for automating code review, existing…

Software Engineering · Computer Science 2025-01-28 Tao Sun , Jian Xu , Yuanpeng Li , Zhao Yan , Ge Zhang , Lintao Xie , Lu Geng , Zheng Wang , Yueyan Chen , Qin Lin , Wenbo Duan , Kaixin Sui

Computer Vision, either alone or combined with other technologies such as radar or Lidar, is one of the key technologies used in Advanced Driver Assistance Systems (ADAS). Its role understanding and analysing the driving scene is of great…

Computer Vision and Pattern Recognition · Computer Science 2015-04-29 Gorka Velez , Oihana Otaegui

This paper presents EasyRAG, a simple, lightweight, and efficient retrieval-augmented generation framework for automated network operations. Our framework has three advantages. The first is accurate question answering. We designed a…

Computation and Language · Computer Science 2024-10-16 Zhangchi Feng , Dongdong Kuang , Zhongyuan Wang , Zhijie Nie , Yaowei Zheng , Richong Zhang

Achieving resilient and sustainable cities requires scalable approaches to decarbonising residential buildings, which account for about 20% of UK greenhouse gas emissions and 25% of energy-related emissions in the European Union. Energy…

Machine Learning · Computer Science 2026-05-07 Yunfei Bai , Aaron Tesfa Tsion , Raul Rosales , Barbara Shollock , Wei He

Reducing the environmental impact of AI-based software systems has become critical. The intensive use of large language models (LLMs) in software engineering poses severe challenges regarding computational resources, data centers, and…

Software Engineering · Computer Science 2025-10-13 Riccardo Rubei , Aicha Moussaid , Claudio di Sipio , Davide di Ruscio

The optimisation of software energy consumption is of growing importance across all scales of modern computing, i.e., from embedded systems to data-centres. Practitioners in the field of Search-Based Software Engineering and Genetic…

Software Engineering · Computer Science 2020-04-10 Mahmoud A. Bokhari , Brad Alexander , Markus Wagner

Code generation with large language models often relies on multi-stage human-in-the-loop refinement, which is effective but very costly - particularly in domains such as frontend web development where the solution quality depends on…

Artificial Intelligence · Computer Science 2026-04-08 Hannah Sansford , Derek H. C. Law , Wei Liu , Abhishek Tripathi , Niresh Agarwal , Gerrit J. J. van den Burg

Large Language Models (LLMs) are revolutionizing industries by enhancing efficiency, scalability, and innovation. This paper investigates the potential of LLMs in automating Computer-Aided Design (CAD) workflows, by integrating FreeCAD with…

Human-Computer Interaction · Computer Science 2025-08-05 Sumit Kumar , Sarthak Kapoor , Harsh Vardhan , Yao Zhao