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Popular social media networks provide the perfect environment to study the opinions and attitudes expressed by users. While interactions in social media such as Twitter occur in many natural languages, research on stance detection (the…

Computation and Language · Computer Science 2021-01-29 Elena Zotova , Rodrigo Agerri , German Rigau

The large majority of the research performed on stance detection has been focused on developing more or less sophisticated text classification systems, even when many benchmarks are based on social network data such as Twitter. This paper…

Computation and Language · Computer Science 2025-02-28 Joseba Fernandez de Landa , Rodrigo Agerri

Stance classification aims to identify, for a particular issue under discussion, whether the speaker or author of a conversational turn has Pro (Favor) or Con (Against) stance on the issue. Detecting stance in tweets is a new task proposed…

Computation and Language · Computer Science 2018-01-29 Amita Misra , Brian Ecker , Theodore Handleman , Nicolas Hahn , Marilyn Walker

The goal of stance detection is to determine the viewpoint expressed in a piece of text towards a target. These viewpoints or contexts are often expressed in many different languages depending on the user and the platform, which can be a…

Computation and Language · Computer Science 2021-12-22 Momchil Hardalov , Arnav Arora , Preslav Nakov , Isabelle Augenstein

Stance Detection (StD) aims to detect an author's stance towards a certain topic or claim and has become a key component in applications like fake news detection, claim validation, and argument search. However, while stance is easily…

Computation and Language · Computer Science 2020-01-07 Benjamin Schiller , Johannes Daxenberger , Iryna Gurevych

Stance detection is a challenging task that aims to identify public opinion from social media platforms with respect to specific targets. Previous work on stance detection largely focused on pure texts. In this paper, we study multi-modal…

Computation and Language · Computer Science 2024-06-07 Bin Liang , Ang Li , Jingqian Zhao , Lin Gui , Min Yang , Yue Yu , Kam-Fai Wong , Ruifeng Xu

Stance detection concerns automatically determining the viewpoint (i.e., in favour of, against, or neutral) of a text's author towards a target. Stance detection has been applied to many research topics, among which the detection of stances…

Computation and Language · Computer Science 2026-02-20 Qixiang Fang , Anastasia Giachanou , Ayoub Bagheri

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…

Computation and Language · Computer Science 2023-06-01 Zhengyuan Liu , Yong Keong Yap , Hai Leong Chieu , Nancy F. Chen

Stance detection is a critical component of rumour and fake news identification. It involves the extraction of the stance a particular author takes related to a given claim, both expressed in text. This paper investigates stance…

Computation and Language · Computer Science 2018-10-04 Nikita Lozhnikov , Leon Derczynski , Manuel Mazzara

Stance detection is important for understanding different attitudes and beliefs on the Internet. However, given that a passage's stance toward a given topic is often highly dependent on that topic, building a stance detection model that…

Computation and Language · Computer Science 2024-02-09 Hans W. A. Hanley , Zakir Durumeric

We can often detect from a person's utterances whether he/she is in favor of or against a given target entity -- their stance towards the target. However, a person may express the same stance towards a target by using negative or positive…

Computation and Language · Computer Science 2016-05-06 Saif M. Mohammad , Parinaz Sobhani , Svetlana Kiritchenko

Stance detection entails ascertaining the position of a user towards a target, such as an entity, topic, or claim. Recent work that employs unsupervised classification has shown that performing stance detection on vocal Twitter users, who…

Social and Information Networks · Computer Science 2020-04-08 Younes Samih , Kareem Darwish

Stance Detection is concerned with identifying the attitudes expressed by an author towards a target of interest. This task spans a variety of domains ranging from social media opinion identification to detecting the stance for a legal…

Computation and Language · Computer Science 2023-09-19 Erik Arakelyan , Arnav Arora , Isabelle Augenstein

In modern digital environments, users frequently express opinions on contentious topics, providing a wealth of information on prevailing attitudes. The systematic analysis of these opinions offers valuable insights for decision-making in…

Computation and Language · Computer Science 2024-11-26 Bowen Zhang , Genan Dai , Fuqiang Niu , Nan Yin , Xiaomao Fan , Senzhang Wang , Xiaochun Cao , Hu Huang

Stance detection plays a pivotal role in enabling an extensive range of downstream applications, from discourse parsing to tracing the spread of fake news and the denial of scientific facts. While most stance classification models rely on…

Computation and Language · Computer Science 2024-12-13 Guy Barel , Oren Tsur , Dan Vilenchik

Automated ways to extract stance (denying vs. supporting opinions) from conversations on social media are essential to advance opinion mining research. Recently, there is a renewed excitement in the field as we see new models attempting to…

Computation and Language · Computer Science 2020-06-30 Ramon Villa-Cox , Sumeet Kumar , Matthew Babcock , Kathleen M. Carley

The Stanceosaurus corpus (Zheng et al., 2022) was designed to provide high-quality, annotated, 5-way stance data extracted from Twitter, suitable for analyzing cross-cultural and cross-lingual misinformation. In the Stanceosaurus 2.0…

Computation and Language · Computer Science 2024-02-07 Anton Lavrouk , Ian Ligon , Tarek Naous , Jonathan Zheng , Alan Ritter , Wei Xu

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)…

Computation and Language · Computer Science 2018-01-10 Kuntal Dey , Ritvik Shrivastava , Saroj Kaushik

Stance detection concerns the classification of a writer's viewpoint towards a target. There are different task variants, e.g., stance of a tweet vs. a full article, or stance with respect to a claim vs. an (implicit) topic. Moreover, task…

Computation and Language · Computer Science 2021-09-14 Momchil Hardalov , Arnav Arora , Preslav Nakov , Isabelle Augenstein

Target-based Stance Detection is the task of finding a stance toward a target. Twitter is one of the primary sources of political discussions in social media and one of the best resources to analyze Stance toward entities. This work…

Computation and Language · Computer Science 2022-05-02 Mohammad Mehdi Jaziriyan , Ahmad Akbari , Hamed Karbasi
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