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Summarization has usually relied on gold standard summaries to train extractive or abstractive models. Social media brings a hurdle to summarization techniques since it requires addressing a multi-document multi-author approach. We address…

计算与语言 · 计算机科学 2021-06-22 Ignacio Tampe Palma , Marcelo Mendoza , Evangelos Milios

More and more of the information available on the web is dialogic, and a significant portion of it takes place in online forum conversations about current social and political topics. We aim to develop tools to summarize what these…

人工智能 · 计算机科学 2018-01-29 Amita Misra , Pranav Anand , Jean E Fox Tree , Marilyn Walker

Social media provides many opportunities to monitor and evaluate political phenomena such as referendums and elections. In this study, we propose a set of approaches to analyze long-running political events on social media with a real-world…

计算机与社会 · 计算机科学 2019-01-04 Emre Calisir , Marco Brambilla

We identify agreement and disagreement between utterances that express stances towards a topic of discussion. Existing methods focus mainly on conversational settings, where dialogic features are used for (dis)agreement inference. We extend…

计算与语言 · 计算机科学 2019-06-05 Chang Xu , Cecile Paris , Surya Nepal , Ross Sparks

People from all over the world use social media to share thoughts and opinions about events, and understanding what people say through these channels has been of increasing interest to researchers, journalists, and marketers alike. However,…

人机交互 · 计算机科学 2015-09-11 Joy Kim , Andres Monroy-Hernandez

Social Media (SM) has become a stage for people to share thoughts, emotions, opinions, and almost every other aspect of their daily lives. This abundance of human interaction makes SM particularly attractive for social sensing. Especially…

社会与信息网络 · 计算机科学 2023-03-31 Zhiwei Zhou , Erick Elejalde

City Logistics is characterized by multiple stakeholders that often have different views of such a complex system. From a public policy perspective, identifying stakeholders, issues and trends is a daunting challenge, only partially…

机器学习 · 计算机科学 2019-06-19 Simon Tamayo , François Combes , Gaudron Arthur

Sarcasm is a sophisticated speech act which commonly manifests on social communities such as Twitter and Reddit. The prevalence of sarcasm on the social web is highly disruptive to opinion mining systems due to not only its tendency of…

计算与语言 · 计算机科学 2018-05-09 Yi Tay , Luu Anh Tuan , Siu Cheung Hui , Jian Su

This paper studies the dynamics of opinion formation and polarization in social media. We investigate whether users' stance concerning contentious subjects is influenced by the online discussions they are exposed to and interactions with…

社会与信息网络 · 计算机科学 2021-10-29 Christine Largeron , Andrei Mardale , Marian-Andrei Rizoiu

Detecting controversy in general web pages is a daunting task, but increasingly essential to efficiently moderate discussions and effectively filter problematic content. Unfortunately, controversies occur across many topics and domains,…

信息检索 · 计算机科学 2018-12-04 Jasper Linmans , Bob van de Velde , Evangelos Kanoulas

While online conversations can cover a vast amount of information in many different formats, abstractive text summarization has primarily focused on modeling solely news articles. This research gap is due, in part, to the lack of…

计算与语言 · 计算机科学 2021-06-03 Alexander R. Fabbri , Faiaz Rahman , Imad Rizvi , Borui Wang , Haoran Li , Yashar Mehdad , Dragomir Radev

The development of summarization research has been significantly hampered by the costly acquisition of reference summaries. This paper proposes an effective way to automatically collect large scales of news-related multi-document summaries…

信息检索 · 计算机科学 2015-11-30 Ziqiang Cao , Chengyao Chen , Wenjie Li , Sujian Li , Furu Wei , Ming Zhou

We tackle the challenge of topic classification of tweets in the context of analyzing a large collection of curated streams by news outlets and other organizations to deliver relevant content to users. Our approach is novel in applying…

信息检索 · 计算机科学 2017-04-25 Salman Mohammed , Nimesh Ghelani , Jimmy Lin

Opinion summarisation is a task that aims to condense the information presented in the source documents while retaining the core message and opinions. A summary that only represents the majority opinions will leave the minority opinions…

计算与语言 · 计算机科学 2023-06-08 Nannan Huang , Lin Tian , Haytham Fayek , Xiuzhen Zhang

Automatic sentiment analysis play vital role in decision making. Many organizations spend a lot of budget to understand their customer satisfaction by manually going over their feedback/comments or tweets. Automatic sentiment analysis can…

计算与语言 · 计算机科学 2021-07-07 Mohammad Aimal , Maheen Bakhtyar , Junaid Baber , Sadia Lakho , Umar Mohammad , Warda Ahmed , Jahanvash Karim

With the growing interest in social applications of Natural Language Processing and Computational Argumentation, a natural question is how controversial a given concept is. Prior works relied on Wikipedia's metadata and on content analysis…

Global partisan hostility and polarization has increased, and this polarization is heightened around presidential elections. Models capable of generating accurate summaries of diverse perspectives can help reduce such polarization by…

计算与语言 · 计算机科学 2025-07-29 Nicholas Deas , Kathleen McKeown

The topical stance detection problem addresses detecting the stance of the text content with respect to a given topic: whether the sentiment of the given text content is in FAVOR of (positive), is AGAINST (negative), or is NONE (neutral)…

计算与语言 · 计算机科学 2018-01-10 Kuntal Dey , Ritvik Shrivastava , Saroj Kaushik

Multi-document summarization is the process of automatically generating a concise summary of multiple documents related to the same topic. This summary can help users quickly understand the key information from a large collection of…

计算与语言 · 计算机科学 2023-12-20 Charles Rajan , Nishit Asnani , Shreya Singh

Stance detection determines whether the author of a piece of text is in favor of, against, or neutral towards a specified target, and can be used to gain valuable insights into social media. The ubiquitous indirect referral of targets makes…

计算与语言 · 计算机科学 2023-06-01 Zhengyuan Liu , Yong Keong Yap , Hai Leong Chieu , Nancy F. Chen