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Previous studies showed that replying to a user review usually has a positive effect on the rating that is given by the user to the app. For example, Hassan et al. found that responding to a review increases the chances of a user updating…

Software Engineering · Computer Science 2020-02-11 Cuiyun Gao , Jichuan Zeng , Xin Xia , David Lo , Michael R. Lyu , Irwin King

Previous studies have demonstrated that proactive interaction with user reviews has a positive impact on the perception of app users and encourages them to submit revised ratings. Nevertheless, developers encounter challenges in managing a…

Computation and Language · Computer Science 2024-05-08 Guy Azov , Tatiana Pelc , Adi Fledel Alon , Gila Kamhi

Studies show that developers' answers to the mobile app users' feedbacks on app stores can increase the apps' star rating. To help app developers generate answers that are related to the users' issues, recent studies develop models to…

Computation and Language · Computer Science 2022-02-07 Yue Cao , Fatemeh H. Fard

Recent studies showed that the dialogs between app developers and app users on app stores are important to increase user satisfaction and app's overall ratings. However, the large volume of reviews and the limitation of resources discourage…

Software Engineering · Computer Science 2019-08-29 Phong Minh Vu , Tam The Nguyen , Tung Thanh Nguyen

Mobile app reviews are a large-scale data source for software-related knowledge generation activities, including software maintenance, evolution and feedback analysis. Effective extraction of features (i.e., functionalities or…

Software Engineering · Computer Science 2024-08-05 Quim Motger , Alessio Miaschi , Felice Dell'Orletta , Xavier Franch , Jordi Marco

In this paper, we propose a novel model RevGAN that automatically generates controllable and personalized user reviews based on the arbitrarily given sentimental and stylistic information. RevGAN utilizes the combination of three novel…

Computation and Language · Computer Science 2020-01-09 Pan Li , Alexander Tuzhilin

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

Responding to user reviews promptly and satisfactorily improves application ratings, which is key to application popularity and success. The proliferation of such reviews makes it virtually impossible for developers to keep up with…

Software Engineering · Computer Science 2020-11-12 Umar Farooq , A. B. Siddique , Fuad Jamour , Zhijia Zhao , Vagelis Hristidis

Online reviews provide rich information about products and service, while it remains inefficient for potential consumers to exploit the reviews for fulfilling their specific information need. We propose to explore question generation as a…

Information Retrieval · Computer Science 2020-05-05 Qian Yu , Lidong Bing , Qiong Zhang , Wai Lam , Luo Si

User experience of mobile apps is an essential ingredient that can influence the audience volumes and app revenue. To ensure good user experience and assist app development, several prior studies resort to analysis of app reviews, a type of…

Software Engineering · Computer Science 2020-10-14 Cuiyun Gao , Wenjie Zhou , Xin Xia , David Lo , Qi Xie , Michael R. Lyu

Customer reviews usually contain much information about one's online shopping experience. While positive reviews are beneficial to the stores, negative ones will largely influence consumers' decision and may lead to a decline in sales.…

Computation and Language · Computer Science 2022-09-21 Bo Chen , Jiayi Liu , Mieradilijiang Maimaiti , Xing Gao , Ji Zhang

Mobile application performance is a vital factor for user experience. Yet, performance issues are notoriously difficult to detect in development environments, where they often manifest less conspicuously, making their diagnosis more…

Software Engineering · Computer Science 2026-03-05 Zhengquan Li , Zhenhao Li , Zishuo Ding

Enterprises are always on the lookout for tools that analyze end-users perspectives on their products. In particular, app reviews have been assessed as useful for guiding improvement efforts and software evolution, however, developers find…

Software Engineering · Computer Science 2019-07-25 Saurabh Malgaonkar , Chan Won Lee , Sherlock A. Licorish , Bastin Tony Roy Savarimuthu , Amjed Tahir

Automated code review comment generation (RCG) aims to assist developers by automatically producing natural language feedback for code changes. Existing approaches are primarily either generation-based, using pretrained language models, or…

Software Engineering · Computer Science 2025-06-16 Hyunsun Hong , Jongmoon Baik

The text of a review expresses the sentiment a customer has towards a particular product. This is exploited in sentiment analysis where machine learning models are used to predict the review score from the text of the review. Furthermore,…

Information Retrieval · Computer Science 2018-04-19 Alberto Garcia-Duran , Roberto Gonzalez , Daniel Onoro-Rubio , Mathias Niepert , Hui Li

Personalized review response generation presents a significant challenge in domains where user information is limited, such as food delivery platforms. While large language models (LLMs) offer powerful text generation capabilities, they…

Computation and Language · Computer Science 2025-12-12 Moonsoo Park , Jeongseok Yun , Bohyung Kim

In product description generation (PDG), the user-cared aspect is critical for the recommendation system, which can not only improve user's experiences but also obtain more clicks. High-quality customer reviews can be considered as an ideal…

Computation and Language · Computer Science 2021-03-03 Haolan Zhan , Hainan Zhang , Hongshen Chen , Lei Shen , Zhuoye Ding , Yongjun Bao , Weipeng Yan , Yanyan Lan

Retrieval Augmented Generation (RAG) is an important aspect of conversing with Large Language Models (LLMs) when factually correct information is important. LLMs may provide answers that appear correct, but could contain hallucinated…

Computation and Language · Computer Science 2025-08-28 Kshitij Fadnis , Sara Rosenthal , Maeda Hanafi , Yannis Katsis , Marina Danilevsky

Product search has been a crucial entry point to serve people shopping online. Most existing personalized product models follow the paradigm of representing and matching user intents and items in the semantic space, where finer-grained…

Information Retrieval · Computer Science 2021-06-07 Keping Bi , Qingyao Ai , W. Bruce Croft

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
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