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Internet users generate content at unprecedented rates. Building intelligent systems capable of discriminating useful content within this ocean of information is thus becoming a urgent need. In this paper, we aim to predict the usefulness…

Computation and Language · Computer Science 2018-09-24 Marco Passon , Marco Lippi , Giuseppe Serra , Carlo Tasso

User opinions expressed in the form of ratings can influence an individual's view of an item. However, the true quality of an item is often obfuscated by user biases, and it is not obvious from the observed ratings the importance different…

Artificial Intelligence · Computer Science 2017-05-25 Lahari Poddar , Wynne Hsu , Mong Li Lee

Identifying argument components from unstructured texts and predicting the relationships expressed among them are two primary steps of argument mining. The intrinsic complexity of these tasks demands powerful learning models. While…

Computation and Language · Computer Science 2022-03-25 Subhabrata Dutta , Jeevesh Juneja , Dipankar Das , Tanmoy Chakraborty

People use the world wide web heavily to share their experience with entities such as products, services, or travel destinations. Texts that provide online feedback in the form of reviews and comments are essential to make consumer…

Computation and Language · Computer Science 2025-02-07 Ali Erkan , Tunga Gungor

Aspect-based sentiment analysis is of great importance and application because of its ability to identify all aspects discussed in the text. However, aspect-based sentiment analysis will be most effective when, in addition to identifying…

Computation and Language · Computer Science 2023-08-30 Milad Vazan , Fatemeh Sadat Masoumi , Sepideh Saeedi Majd

Online reviews allow consumers to provide detailed feedback on various aspects of items. Existing methods utilize these aspects to model users' fine-grained preferences for specific item features through graph neural networks. We argue that…

Information Retrieval · Computer Science 2025-01-28 Junrui Liu , Tong Li , Di Wu , Zifang Tang , Yuan Fang , Zhen Yang

We present a submodular function-based framework for query-focused opinion summarization. Within our framework, relevance ordering produced by a statistical ranker, and information coverage with respect to topic distribution and diverse…

Computation and Language · Computer Science 2016-06-21 Lu Wang , Hema Raghavan , Claire Cardie , Vittorio Castelli

Classifying and resolving coreferences of objects (e.g., product names) and attributes (e.g., product aspects) in opinionated reviews is crucial for improving the opinion mining performance. However, the task is challenging as one often…

Computation and Language · Computer Science 2021-07-20 Jiahua Chen , Shuai Wang , Sahisnu Mazumder , Bing Liu

Comparative opinion mining is a specialized field of sentiment analysis that aims to identify and extract sentiments expressed comparatively. To address this task, we propose an approach that consists of solving three sequential sub-tasks:…

Computation and Language · Computer Science 2024-01-03 Ha Le , Bao Tran , Phuong Le , Tan Nguyen , Dac Nguyen , Ngoan Pham , Dang Huynh

We rely on arguments in our daily lives to deliver our opinions and base them on evidence, making them more convincing in turn. However, finding and formulating arguments can be challenging. In this work, we train a language model for…

Computation and Language · Computer Science 2020-05-04 Benjamin Schiller , Johannes Daxenberger , Iryna Gurevych

With the development of e-commerce, many products are now being sold worldwide, and manufacturers are eager to obtain a better understanding of customer behavior in various regions. To achieve this goal, most previous efforts have focused…

Computers and Society · Computer Science 2016-10-04 Qingqing Zhou , Rui Xia , Chengzhi Zhang

Despite the recent advances in opinion mining for written reviews, few works have tackled the problem on other sources of reviews. In light of this issue, we propose a multi-modal approach for mining fine-grained opinions from video reviews…

Computation and Language · Computer Science 2020-05-29 Edison Marrese-Taylor , Cristian Rodriguez-Opazo , Jorge A. Balazs , Stephen Gould , Yutaka Matsuo

Argumentation is a type of discourse where speakers try to persuade their audience about the reasonableness of a claim by presenting supportive arguments. Most work in argument mining has focused on modeling arguments in monologues. We…

Computation and Language · Computer Science 2020-05-01 Tuhin Chakrabarty , Christopher Hidey , Smaranda Muresan , Kathy Mckeown , Alyssa Hwang

Opinions are very important in the life of human beings. These Opinions helped the humans to carry out the decisions. As the impact of the Web is increasing day by day, Web documents can be seen as a new source of opinion for human beings.…

Information Retrieval · Computer Science 2014-04-22 Richa Sharma , Shweta Nigam , Rekha Jain

Aspect-based sentiment analysis (ABSA) is a fine-grained type of sentiment analysis that identifies aspects and their associated opinions from a given text. With the surge of digital opinionated text data, ABSA gained increasing popularity…

Computation and Language · Computer Science 2024-09-19 Yan Cathy Hua , Paul Denny , Katerina Taskova , Jörg Wicker

Due to the increased availability of online reviews, sentiment analysis had been witnessed a booming interest from the researchers. Sentiment analysis is a computational treatment of sentiment used to extract and understand the opinions of…

Computation and Language · Computer Science 2019-12-12 Taha Shangipour Ataei , Kamyar Darvishi , Soroush Javdan , Behrouz Minaei-Bidgoli , Sauleh Eetemadi

Existing aspect based sentiment analysis (ABSA) approaches leverage various neural network models to extract the aspect sentiments via learning aspect-specific feature representations. However, these approaches heavily rely on manual…

Computation and Language · Computer Science 2020-03-24 Yao Qiang , Xin Li , Dongxiao Zhu

Aspect-category sentiment analysis (ACSA) aims to predict the aspect categories mentioned in texts and their corresponding sentiment polarities. Some joint models have been proposed to address this task. Given a text, these joint models…

Computation and Language · Computer Science 2021-10-22 Yuncong Li , Zhe Yang , Cunxiang Yin , Xu Pan , Lunan Cui , Qiang Huang , Ting Wei

User reviews contain rich semantics towards the preference of users to features of items. Recently, many deep learning based solutions have been proposed by exploiting reviews for recommendation. The attention mechanism is mainly adopted in…

Information Retrieval · Computer Science 2019-07-02 Chenliang Li , Cong Quan , Li Peng , Yunwei Qi , Yuming Deng , Libing Wu

The task of predicting fine grained user opinion based on spontaneous spoken language is a key problem arising in the development of Computational Agents as well as in the development of social network based opinion miners. Unfortunately,…

Computation and Language · Computer Science 2019-09-11 Alexandre Garcia , Pierre Colombo , Slim Essid , Florence d'Alché-Buc , Chloé Clavel