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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

Generating accurate code review comments remains a significant challenge due to the inherently diverse and non-unique nature of the task output. Large language models pretrained on both programming and natural language data tend to perform…

Software Engineering · Computer Science 2024-11-18 Md. Asif Haider , Ayesha Binte Mostofa , Sk. Sabit Bin Mosaddek , Anindya Iqbal , Toufique Ahmed

Online reviews play a pivotal role in influencing consumer decisions across various domains, from purchasing products to selecting hotels or restaurants. However, the sheer volume of reviews -- often containing repetitive or irrelevant…

Computation and Language · Computer Science 2024-10-18 Mir Tafseer Nayeem , Davood Rafiei

User reviews of mobile apps often contain complaints or suggestions which are valuable for app developers to improve user experience and satisfaction. However, due to the large volume and noisy-nature of those reviews, manually analyzing…

Information Retrieval · Computer Science 2015-10-27 Phong Minh Vu , Tam The Nguyen , Hung Viet Pham , Tung Thanh Nguyen

(Source) code summarization is the task of automatically generating natural language summaries (also called comments) for given code snippets. Recently, with the successful application of large language models (LLMs) in numerous fields,…

Software Engineering · Computer Science 2024-12-10 Tingting Xu , Yun Miao , Chunrong Fang , Hanwei Qian , Xia Feng , Zhenpeng Chen , Chong Wang , Jian Zhang , Weisong Sun , Zhenyu Chen , Yang Liu

Mobile applications have become indispensable companions in our daily lives. Spanning over the categories from communication and entertainment to healthcare and finance, these applications have been influential in every aspect. Despite…

Software Engineering · Computer Science 2024-09-25 Tanmai Kumar Ghosh , Atharva Pargaonkar , Nasir U. Eisty

The exponential growth of the mobile app market underscores the importance of constant innovation and rapid response to user demands. As user satisfaction is paramount to the success of a mobile application (app), developers typically rely…

Software Engineering · Computer Science 2025-06-13 Maram Assi , Safwat Hassan , Ying Zou

Mobile apps are one of the building blocks of the mobile digital economy. A differentiating feature of mobile apps to traditional enterprise software is online reviews, which are available on app marketplaces and represent a valuable source…

Applications · Statistics 2018-02-20 Shawn Mankad , Shengli Hu , Anandasivam Gopal

Mobile User Interface Summarization generates succinct language descriptions of mobile screens for conveying important contents and functionalities of the screen, which can be useful for many language-based application scenarios. We present…

Human-Computer Interaction · Computer Science 2021-08-10 Bryan Wang , Gang Li , Xin Zhou , Zhourong Chen , Tovi Grossman , Yang Li

Several code summarization techniques have been proposed in the literature to automatically document a code snippet or a function. Ideally, software developers should be involved in assessing the quality of the generated summaries. However,…

Software Engineering · Computer Science 2023-12-27 Antonio Mastropaolo , Matteo Ciniselli , Massimiliano Di Penta , Gabriele Bavota

Code summarization aims to generate concise natural language descriptions for source code. Deep learning has been used more and more recently in software engineering, particularly for tasks like code creation and summarization.…

Software Engineering · Computer Science 2025-01-27 Md. Ahnaf Akib , Md. Muktadir Mazumder , Salman Ahsan

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

Automatic summarisation has been used efficiently in recent years to condense texts, conversations, audio, code, and various other artefacts. A range of methods, from simple template-based summaries to complex machine learning techniques --…

Software Engineering · Computer Science 2025-12-08 Najam Nazar , Sameer Sikka , Christoph Treude

In recent years, mobile accessibility has become an important trend with the goal of allowing all users the possibility of using any app without many limitations. User reviews include insights that are useful for app evolution. However,…

Software Engineering · Computer Science 2022-10-19 Eman Abdullah AlOmar , Wajdi Aljedaani , Murtaza Tamjeed , Mohamed Wiem Mkaouer , Yasmine N. Elglaly

A brief, fluent, and relevant summary can be helpful during program comprehension; however, such a summary does require significant human effort to produce. Often, good summaries are unavailable in software projects, which makes maintenance…

Software Engineering · Computer Science 2025-06-03 Yuvraj Virk , Premkumar Devanbu , Toufique Ahmed

Extractive summarization plays a pivotal role in natural language processing due to its wide-range applications in summarizing diverse content efficiently, while also being faithful to the original content. Despite significant advancement…

Computation and Language · Computer Science 2024-07-09 Mihir Parmar , Hanieh Deilamsalehy , Franck Dernoncourt , Seunghyun Yoon , Ryan A. Rossi , Trung Bui

User reviews of mobile apps provide a communication channel for developers to perceive user satisfaction. Many app features that users have problems with are usually expressed by key phrases such as "upload pictures", which could be buried…

Software Engineering · Computer Science 2022-04-21 Yawen Wang , Junjie Wang , Hongyu Zhang , Xuran Ming , Lin Shi , Qing Wang

Text summarization has a wide range of applications in many scenarios. The evaluation of the quality of the generated text is a complex problem. A big challenge to language evaluation is that there is a clear divergence between existing…

Computation and Language · Computer Science 2023-09-20 Ning Wu , Ming Gong , Linjun Shou , Shining Liang , Daxin Jiang

The rapid growth of mobile banking (m-banking), especially after the COVID-19 pandemic, has reshaped the financial sector. This study analyzes consumer reviews of m-banking apps from five major Canadian banks, collected from Google Play and…

Machine Learning · Computer Science 2025-03-18 Yekta Amirkhalili , Ho Yi Wong

Exploring the tremendous amount of data efficiently to make a decision, similar to answering a complicated question, is challenging with many real-world application scenarios. In this context, automatic summarization has substantial…

Artificial Intelligence · Computer Science 2021-12-21 Samira Ghodratnama , Mehrdad Zakershahrak , Fariborz Sobhanmanesh