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Related papers: ControversialQA: Exploring Controversy in Question…

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How do news sources tackle controversial issues? In this work, we take a data-driven approach to understand how controversy interplays with emotional expression and biased language in the news. We begin by introducing a new dataset of…

Computers and Society · Computer Science 2014-09-30 Yelena Mejova , Amy X. Zhang , Nicholas Diakopoulos , Carlos Castillo

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…

Computation and Language · Computer Science 2019-08-21 Benjamin Sznajder , Ariel Gera , Yonatan Bilu , Dafna Sheinwald , Ella Rabinovich , Ranit Aharonov , David Konopnicki , Noam Slonim

Controversial posts are those that split the preferences of a community, receiving both significant positive and significant negative feedback. Our inclusion of the word "community" here is deliberate: what is controversial to some…

Computation and Language · Computer Science 2019-04-17 Jack Hessel , Lillian Lee

Climate change, vaccination, abortion, Trump: Many topics are surrounded by fierce controversies. The nature of such heated debates and their elements have been studied extensively in the social science literature. More recently, various…

Computers and Society · Computer Science 2017-08-31 Benjamin Timmermans , Tobias Kuhn , Kaspar Beelen , Lora Aroyo

Controversy is a reflection of our zeitgeist, and an important aspect to any discourse. The rise of large language models (LLMs) as conversational systems has increased public reliance on these systems for answers to their various…

Computation and Language · Computer Science 2023-11-09 David Q. Sun , Artem Abzaliev , Hadas Kotek , Zidi Xiu , Christopher Klein , Jason D. Williams

Product review websites provide an incredible lens into the wide variety of opinions and experiences of different people, and play a critical role in helping users discover products that match their personal needs and preferences. To help…

Information Retrieval · Computer Science 2016-10-27 Mengting Wan , Julian McAuley

A growing body of research focuses on computationally detecting controversial topics and understanding the stances people hold on them. Yet gaps remain in our theoretical and practical understanding of how to define controversy, how it…

Information Retrieval · Computer Science 2017-03-30 Shiri Dori-Hacohen , Myungha Jang , James Allan

Which topics spark the most heated debates on social media? Identifying those topics is not only interesting from a societal point of view, but also allows the filtering and aggregation of social media content for disseminating news…

Social and Information Networks · Computer Science 2017-09-21 Kiran Garimella , Gianmarco De Francisci Morales , Aristides Gionis , Michael Mathioudakis

Emotions play an important role in interpersonal interactions and social conflict, yet their function in the development of controversy and disagreement in online conversations has not been explored. To address this gap, we study…

Computation and Language · Computer Science 2022-12-02 Kai Chen , Zihao He , Rong-Ching Chang , Jonathan May , Kristina Lerman

Among the topics discussed on social media, some spark more heated debate than others. For example, experience suggests that major political events, such as a vote for healthcare law in the US, would spark more debate between opposing sides…

Social and Information Networks · Computer Science 2015-12-18 Kiran Garimella , Gianmarco De Francisci Morales , Aristides Gionis , Michael Mathioudakis

When answering a question, people often draw upon their rich world knowledge in addition to the particular context. Recent work has focused primarily on answering questions given some relevant document or context, and required very little…

Computation and Language · Computer Science 2019-03-19 Alon Talmor , Jonathan Herzig , Nicholas Lourie , Jonathan Berant

Humans gather information by engaging in conversations involving a series of interconnected questions and answers. For machines to assist in information gathering, it is therefore essential to enable them to answer conversational questions.…

Computation and Language · Computer Science 2019-04-02 Siva Reddy , Danqi Chen , Christopher D. Manning

In an era in which new controversies rapidly emerge and evolve on social media, navigating social media platforms to learn about a new controversy can be an overwhelming task. In this light, there has been significant work that studies how…

Information Retrieval · Computer Science 2018-07-17 Myungha Jang , James Allan

Online users discuss and converse about all sorts of topics on social networks. Facebook, Twitter, Reddit are among many other networks where users can have this freedom of information sharing. The abundance of information shared over these…

Social and Information Networks · Computer Science 2021-11-24 Jasser Jasser , Ivan Garibay , Steve Scheinert , Alexander V. Mantzaris

We present a new dataset of approximately 44000 comments labeled by crowdworkers. Each comment is labelled as either 'healthy' or 'unhealthy', in addition to binary labels for the presence of six potentially 'unhealthy' sub-attributes: (1)…

Identifying controversial topics is not only interesting from a social point of view, it also enables the application of methods to avoid the information segregation, creating better discussion contexts and reaching agreements in the best…

Information Retrieval · Computer Science 2020-01-28 Juan Manuel Ortiz de Zarate , Esteban Feuerstein

Subjectivity is the expression of internal opinions or beliefs which cannot be objectively observed or verified, and has been shown to be important for sentiment analysis and word-sense disambiguation. Furthermore, subjectivity is an…

Computation and Language · Computer Science 2020-10-07 Johannes Bjerva , Nikita Bhutani , Behzad Golshan , Wang-Chiew Tan , Isabelle Augenstein

Hate speech is plaguing the cyberspace along with user-generated content. This paper investigates the role of conversational context in the annotation and detection of online hate and counter speech, where context is defined as the…

Computation and Language · Computer Science 2022-06-15 Xinchen Yu , Eduardo Blanco , Lingzi Hong

This paper introduces QAConv, a new question answering (QA) dataset that uses conversations as a knowledge source. We focus on informative conversations, including business emails, panel discussions, and work channels. Unlike open-domain…

Computation and Language · Computer Science 2022-04-18 Chien-Sheng Wu , Andrea Madotto , Wenhao Liu , Pascale Fung , Caiming Xiong

The utilization of social media material in journalistic workflows is increasing, demanding automated methods for the identification of mis- and disinformation. Since textual contradiction across social media posts can be a signal of…

Computation and Language · Computer Science 2017-07-12 Piroska Lendvai , Uwe D. Reichel
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