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Opinion summarization aims to profile a target by extracting opinions from multiple documents. Most existing work approaches the task in a semi-supervised manner due to the difficulty of obtaining high-quality annotation from thousands of…

Computation and Language · Computer Science 2021-10-19 Suyu Ge , Jiaxin Huang , Yu Meng , Sharon Wang , Jiawei Han

Mid-training has become an important stage in modern LLM development, using large-scale curated mixtures to strengthen capabilities before final post-training. Its data selection problem is distinct: the data are optimized under a…

Artificial Intelligence · Computer Science 2026-05-29 Haowen Wang , Yaxin Du , Jian Yang , Jiajun Wu , Shukai Liu , Yuxuan Zhang , Pingjie Wang , Siheng Chen , Tuney Zheng , Ming Zhou , Xianglong Liu

Reviews of products or services on Internet marketplace websites contain a rich amount of information. Users often wish to survey reviews or review snippets from the perspective of a certain aspect, which has resulted in a large body of…

Computation and Language · Computer Science 2020-06-05 Christopher Mitcheltree , Skyler Wharton , Avneesh Saluja

Sentiment analysis (SA) is an emerging field in text mining. It is the process of computationally identifying and categorizing opinions expressed in a piece of text over different social media platforms. Social media plays an essential role…

Artificial Intelligence · Computer Science 2023-11-21 Sudhanshu Kumar , Partha Pratim Roy , Debi Prosad Dogra , Byung-Gyu Kim

Data mining can be evaluated as a strategic tool to determine the customer profiles in order to learn customer expectations and requirements. Airline customers have different characteristics and if passenger reviews about their trip…

Social and Information Networks · Computer Science 2015-12-14 Ibrahim Yakut , Tugba Turkoglu , Fikriye Yakut

Pre-trained model such as BERT has been proved to be an effective tool for dealing with Information Retrieval (IR) problems. Due to its inspiring performance, it has been widely used to tackle with real-world IR problems such as document…

Information Retrieval · Computer Science 2021-09-15 Ruizhi Pu , Xinyu Zhang , Ruofei Lai , Zikai Guo , Yinxia Zhang , Hao Jiang , Yongkang Wu , Yantao Jia , Zhicheng Dou , Zhao Cao

Understanding user satisfaction with conversational systems, known as User Satisfaction Estimation (USE), is essential for assessing dialogue quality and enhancing user experiences. However, existing methods for USE face challenges due to…

Computation and Language · Computer Science 2025-03-07 Sangyeop Kim , Sohhyung Park , Jaewon Jung , Jinseok Kim , Sungzoon Cho

Large repositories of products, patents and scientific papers offer an opportunity for building systems that scour millions of ideas and help users discover inspirations. However, idea descriptions are typically in the form of unstructured…

Human-Computer Interaction · Computer Science 2022-02-18 Tom Hope , Ronen Tamari , Hyeonsu Kang , Daniel Hershcovich , Joel Chan , Aniket Kittur , Dafna Shahaf

The speech act of complaining is used by humans to communicate a negative mismatch between reality and expectations as a reaction to an unfavorable situation. Linguistic theory of pragmatics categorizes complaints into various severity…

Computation and Language · Computer Science 2021-03-24 Mali Jin , Nikolaos Aletras

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

This paper introduces SayRea, an interactive system that facilitates the extraction of contextual rules for personalized context-aware service recommendations in mobile scenarios. The system monitors a user's execution of registered…

Human-Computer Interaction · Computer Science 2024-08-27 Yuxuan Li , Jiahui Li , Lihang Pan , Chun Yu , Yuanchun Shi

Sentiment analysis on software engineering (SE) texts has been widely used in the SE research, such as evaluating app reviews or analyzing developers sentiments in commit messages. To better support the use of automated sentiment analysis…

Software Engineering · Computer Science 2021-03-25 Kexin Sun , Hui Gao , Hongyu Kuang , Xiaoxing Ma , Guoping Rong , Dong Shao , He Zhang

Accurate and interpretable user satisfaction estimation (USE) is critical for understanding, evaluating, and continuously improving conversational systems. Users express their satisfaction or dissatisfaction with diverse conversational…

User feedback is becoming an increasingly important source of information for requirements engineering, user interface design, and software engineering in general. Nowadays, user feedback is largely available and easily accessible in social…

Software Engineering · Computer Science 2024-07-23 Walid Maalej , Volodymyr Biryuk , Jialiang Wei , Fabian Panse

This work introduces Cyri, an AI-powered conversational assistant designed to support a human user in detecting and analyzing phishing emails by leveraging Large Language Models. Cyri has been designed to scrutinize emails for semantic…

Human-Computer Interaction · Computer Science 2025-02-11 Antonio La Torre , Marco Angelini

Usage data of a group of users distributed across a number of categories, such as songs, movies, webpages, links, regular household products, mobile apps, games, etc. can be ultra-high dimensional and massive in size. More often this kind…

Machine Learning · Computer Science 2023-05-30 Animesh Mitra , Saswata Sahoo , Soumyabrata Dey

Question-answering plays an important role in e-commerce as it allows potential customers to actively seek crucial information about products or services to help their purchase decision making. Inspired by the recent success of machine…

Computation and Language · Computer Science 2019-05-07 Hu Xu , Bing Liu , Lei Shu , Philip S. Yu

Vision-language foundation models have exhibited remarkable success across a multitude of downstream tasks due to their scalability on extensive image-text paired data. However, these models also display significant limitations when applied…

Computer Vision and Pattern Recognition · Computer Science 2025-01-15 Huan Ma , Yan Zhu , Changqing Zhang , Peilin Zhao , Baoyuan Wu , Long-Kai Huang , Qinghua Hu , Bingzhe Wu

Common difficulties like the cold-start problem and a lack of sufficient information about users due to their limited interactions have been major challenges for most recommender systems (RS). To overcome these challenges and many similar…

Information Retrieval · Computer Science 2014-09-10 Khalifeh AlJadda , Mohammed Korayem , Camilo Ortiz , Chris Russell , David Bernal , Lamar Payson , Scott Brown , Trey Grainger

Bug reports are essential for developers to confirm software problems, investigate their causes, and validate fixes. Unfortunately, reports often miss important information or are written unclearly, which can cause delays, increased issue…

Software Engineering · Computer Science 2025-02-07 Junayed Mahmud , Antu Saha , Oscar Chaparro , Kevin Moran , Andrian Marcus