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The prevalence of Large Language Models (LLMs) is having an growing impact on the climate due to the substantial energy required for their deployment and use. To create awareness for developers who are implementing LLMs in their products,…

Software Engineering · Computer Science 2025-09-12 K. Pronk , Q. Zhao

As Software Engineering enters its new era (SE 3.0), AI coding agents increasingly automate software development workflows. However, it remains unclear how exactly these agents recognize and address software energy concerns-an issue growing…

Software Engineering · Computer Science 2026-01-01 Tanjum Motin Mitul , Md. Masud Mazumder , Md Nahidul Islam Opu , Shaiful Chowdhury

Consumer product reviews are an invaluable source of data because they contain a wide range of information that could help requirement engineers to meet user needs. Recent studies have shown that tweets about software applications and…

Software Engineering · Computer Science 2019-01-29 Kamonphop Srisopha , Pooyan Behnamghader , Barry Boehm

This paper presents a novel framework that utilizes Natural Language Processing (NLP) techniques to understand user feedback on mobile applications. The framework allows software companies to drive their technology value stream based on…

Software Engineering · Computer Science 2023-03-09 Souvick Das , Novarun Deb , Agostino Cortesi , Nabendu Chaki

Failure to consider the characteristics, limitations, and abilities of diverse end-users during mobile apps development may lead to problems for end-users such as accessibility and usability issues. We refer to this class of problems as…

Software Engineering · Computer Science 2022-10-05 Hourieh Khalajzadeh , Mojtaba Shahin , Humphrey O. Obie , Pragya Agrawal , John Grundy

Mobile app review analysis presents unique challenges due to the low quality, subjective bias, and noisy content of user-generated documents. Extracting features from these reviews is essential for tasks such as feature prioritization and…

Computation and Language · Computer Science 2025-05-30 Quim Motger , Alessio Miaschi , Felice Dell'Orletta , Xavier Franch , Jordi Marco

Energy efficiency has a significant influence on user experience of battery-driven devices such as smartphones and tablets. The goal of an energy model for source code is to lay a foundation for the application of energy-saving techniques…

Other Computer Science · Computer Science 2016-05-19 Xueliang Li , John P. Gallagher

The number of applications in Google Play has increased dramatically in recent years. On Google Play, users can write detailed reviews and rate apps, with these ratings significantly influencing app success and download numbers. Reviews…

Software Engineering · Computer Science 2025-04-15 Mohsen Jafari , Forough Majidi , Abbas Heydarnoori

Privacy, security, and accessibility, like ethical concerns in mobile applications (a.k.a. apps), commonly subsumed under non-functional requirements, are generally reported by users through app reviews available in app stores. However,…

Software Engineering · Computer Science 2026-04-21 Aakash Sorathiya , Gouri Ginde

App stores include an increasing amount of user feedback in form of app ratings and reviews. Research and recently also tool vendors have proposed analytics and data mining solutions to leverage this feedback to developers and analysts,…

Information Retrieval · Computer Science 2019-04-30 Daniel Martens , Walid Maalej

The rapid adoption of large language models (LLMs) has led to significant advances in natural language processing and text generation. However, the energy consumed through LLM model inference remains a major challenge for sustainable AI…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-07-08 Grant Wilkins , Srinivasan Keshav , Richard Mortier

Energy efficiency has a significant influence on user experience of battery-driven devices such as smartphones and tablets. It is shown that software optimization plays an important role in reducing energy consumption of system. However, in…

Software Engineering · Computer Science 2016-05-19 Xueliang Li , John P. Gallagher

Mobile app stores are the key distributors of mobile applications. They regularly apply vetting processes to the deployed apps. Yet, some of these vetting processes might be inadequate or applied late. The late removal of applications might…

Cryptography and Security · Computer Science 2022-10-05 Fadi Mohsen , Dimka Karastoyanova , George Azzopardi

Energy consumption is a fundamental concern in mobile application development, bearing substantial significance for both developers and end-users. Main objective of this research is to propose a novel neural network-based framework,…

Neural and Evolutionary Computing · Computer Science 2024-10-28 Seyed Jalaleddin Mousavirad , Luís A. Alexandre

While reaching for NLP systems that maximize accuracy, other important metrics of system performance are often overlooked. Prior models are easily forgotten despite their possible suitability in settings where large computing resources are…

Computation and Language · Computer Science 2024-04-19 Mahammed Kamruzzaman , Gene Louis Kim

As software proliferates across domains, its aggregate energy footprint has become a major concern. To reduce software's growing environmental footprint, developers need to identify and refactor energy smells: source code implementations,…

Software Engineering · Computer Science 2026-04-07 Mohammadjavad Mehditabar , Saurabhsingh Rajput , Tushar Sharma

Providing explanations in response to user reviews is a time-consuming and repetitive task for companies, as many reviews present similar issues requiring nearly identical responses. To improve efficiency, this paper proposes a…

Software Engineering · Computer Science 2026-05-26 Martin Obaidi , Nicolas Voß , Hannah Deters , Jakob Droste , Marc Herrmann , Jannik Fischbach , Kurt Schneider

Google app market captures the school of thought of users via ratings and text reviews. The critique's viewpoint regarding an app is proportional to their satisfaction level. Consequently, this helps other users to gain insights before…

Information Retrieval · Computer Science 2020-06-18 Sakshi Ranjan , Subhankar Mishra

Large language models (LLMs) are increasingly recognized for their exceptional generative capabilities and versatility across various tasks. However, the high inference costs associated with these models have not received adequate…

Computation and Language · Computer Science 2025-03-18 Soham Poddar , Paramita Koley , Janardan Misra , Sanjay Podder , Niloy Ganguly , Saptarshi Ghosh

It is known that user-centered approaches to requirements engineering in general lead to a better suited product for the end-users. LLM4RE provides promising approaches to support the requirements elicitation process (e.g. classification of…

Software Engineering · Computer Science 2026-05-14 Cedric Wellhausen , Laura Reinhardt , Kurt Schneider