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Related papers: Abstractive Opinion Tagging

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In this paper, we propose two automated text processing frameworks specifically designed to analyze online reviews. The objective of the first framework is to summarize the reviews dataset by extracting essential sentence. This is performed…

Computation and Language · Computer Science 2020-04-22 Xiangpeng Wan , Hakim Ghazzai , Yehia Massoud

Computerized Adaptive Testing (CAT) is a widely used, efficient test mode that adapts to the examinee's proficiency level in the test domain. CAT requires pre-trained item profiles, for CAT iteratively assesses the student real-time based…

Machine Learning · Computer Science 2025-03-12 Soonwoo Kwon , Sojung Kim , Seunghyun Lee , Jin-Young Kim , Suyeong An , Kyuseok Kim

Contrastive opinion extraction aims to extract a structured summary or key points organised as positive and negative viewpoints towards a common aspect or topic. Most recent works for unsupervised key point extraction is largely built on…

Computation and Language · Computer Science 2023-05-09 Runcong Zhao , Lin Gui , Yulan He

Customer reviews represent a very rich data source from which we can extract very valuable information about different online shopping experiences. The amount of the collected data may be very large especially for trendy items (products,…

Computation and Language · Computer Science 2021-04-06 Abdessamad Benlahbib

Aspect-based sentiment analysis aims to determine the sentiment polarity towards a specific aspect in online reviews. Most recent efforts adopt attention-based neural network models to implicitly connect aspects with opinion words. However,…

Computation and Language · Computer Science 2020-04-28 Kai Wang , Weizhou Shen , Yunyi Yang , Xiaojun Quan , Rui Wang

Large language models (LLMs) have achieved impressive proficiency on logic and programming tasks, often rivaling expert-level performance. However, generating functionally correct hardware description language (HDL) code from natural…

Programming Languages · Computer Science 2025-05-27 Matthew DeLorenzo , Kevin Tieu , Prithwish Jana , Piyush Jha , Dileep Kalathil , Vijay Ganesh , Jeyavijayan Rajendran

Multimedia uploaded content is tagged and recommended by users of collaborative systems, resulting in informal classifications also known as folksonomies. Faceted web ranking has been proved a reasonable alternative to a single ranking…

Information Retrieval · Computer Science 2009-03-21 Jose Ignacio Orlicki , Pablo Ignacio Fierens , José Ignacio Alvarez-Hamelin

Nowadays, there are a lot of people using social media opinions to make their decision on buying products or services. Opinion spam detection is a hard problem because fake reviews can be made by organizations as well as individuals for…

Information Retrieval · Computer Science 2018-07-31 L. H. Nguyen , N. T. H. Pham , V. M. Ngo

According to the literature, Product reviews are an important source of information for customers to support their buying decision. Product reviews improve customer trust and loyalty. Reviews help customers in understanding what other…

Computation and Language · Computer Science 2023-11-21 Sayan Putatunda , Anwesha Bhowmik , Girish Thiruvenkadam , Rahul Ghosh

Opinions are central to almost all human activities and are key influencers of our behaviors. In current times due to growth of social networking website and increase in number of e-commerce site huge amount of opinions are now available on…

Artificial Intelligence · Computer Science 2025-10-28 Pratik N. Kalamkar , A. G. Phakatkar

The Web is a major resource of both factual and subjective information. While there are significant efforts to organize factual information into knowledge bases, there is much less work on organizing opinions, which are abundant in…

Computation and Language · Computer Science 2021-04-15 Nofar Carmeli , Xiaolan Wang , Yoshihiko Suhara , Stefanos Angelidis , Yuliang Li , Jinfeng Li , Wang-Chiew Tan

Social media offer plenty of information to perform market research in order to meet the requirements of customers. One way how this research is conducted is that a domain expert gathers and categorizes user-generated content into a complex…

Machine Learning · Computer Science 2023-07-26 Gerhard Johann Hagerer , Wenbin Le , Hannah Danner , Georg Groh

Product review nowadays has become an important source of information, not only for customers to find opinions about products easily and share their reviews with peers, but also for product manufacturers to get feedback on their products.…

Computation and Language · Computer Science 2011-10-10 Duy Khang Ly , Kazunari Sugiyama , Ziheng Lin , Min-Yen Kan

In aspect-based sentiment analysis, extracting aspect terms along with the opinions being expressed from user-generated content is one of the most important subtasks. Previous studies have shown that exploiting connections between aspect…

Computation and Language · Computer Science 2016-09-20 Wenya Wang , Sinno Jialin Pan , Daniel Dahlmeier , Xiaokui Xiao

Opinion summarization plays a key role in deriving meaningful insights from large-scale online reviews. To make the process more explainable and grounded, we propose a domain-agnostic modular approach guided by review aspects (e.g.,…

Computation and Language · Computer Science 2025-05-30 Miao Li , Jey Han Lau , Eduard Hovy , Mirella Lapata

Commercial establishments like restaurants, service centres and retailers have several sources of customer feedback about products and services, most of which need not be as structured as rated reviews provided by services like Yelp, or…

Computation and Language · Computer Science 2017-03-28 Vineet John

A ranking is an ordered sequence of items, in which an item with higher ranking score is more preferred than the items with lower ranking scores. In many information systems, rankings are widely used to represent the preferences over a set…

Artificial Intelligence · Computer Science 2017-09-22 Zhiwei Lin , Yi Li , Xiaolian Guo

Not all tags are relevant to an image, and the number of relevant tags is image-dependent. Although many methods have been proposed for image auto-annotation, the question of how to determine the number of tags to be selected per image…

Computer Vision and Pattern Recognition · Computer Science 2014-09-18 Xixi He , Xirong Li , Gang Yang , Jieping Xu , Qin Jin

Human annotations are vital to supervised learning, yet annotators often disagree on the correct label, especially as annotation tasks increase in complexity. A strategy to improve label quality is to ask multiple annotators to label the…

Machine Learning · Computer Science 2023-12-22 Alexander Braylan , Madalyn Marabella , Omar Alonso , Matthew Lease

To understand the important dimensions of service quality from the passenger's perspective and tailor service offerings for competitive advantage, airlines can capitalize on the abundantly available online customer reviews (OCR). The…

Information Retrieval · Computer Science 2020-12-16 Sharan Srinivas , Surya Ramachandiran
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