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We investigate whether pre-trained bidirectional transformers with sentiment and emotion information improve stance detection in long discussions of contemporary issues. As a part of this work, we create a novel stance detection dataset…

Computation and Language · Computer Science 2020-06-02 Marjan Hosseinia , Eduard Dragut , Arjun Mukherjee

A small survey on event detection using Twitter. This work first defines the problem statement, and then summarizes and collates the different research works towards solving the problem.

Social and Information Networks · Computer Science 2022-08-02 Debanjan Datta

Twitter has become one of the main sources of news for many people. As real-world events and emergencies unfold, Twitter is abuzz with hundreds of thousands of stories about the events. Some of these stories are harmless, while others could…

Social and Information Networks · Computer Science 2016-06-21 Soroush Vosoughi , Deb Roy

There is an increasing need for the ability to model fine-grained opinion shifts of social media users, as concerns about the potential polarizing social effects increase. However, the lack of publicly available datasets that are suitable…

Computation and Language · Computer Science 2022-05-02 Flora Sakketou , Allison Lahnala , Liane Vogel , Lucie Flek

Social networking and micro-blogging services, such as Twitter, play an important role in sharing digital information. Despite the popularity and usefulness of social media, there have been many instances where corrupted users found ways to…

Social and Information Networks · Computer Science 2021-07-23 Tanveer Khan , Antonis Michalas

This paper introduces improved methods for sub-event detection in social media streams, by applying neural sequence models not only on the level of individual posts, but also directly on the stream level. Current approaches to identify…

Computation and Language · Computer Science 2019-03-14 Giannis Bekoulis , Johannes Deleu , Thomas Demeester , Chris Develder

The rise of social media has been argued to intensify uncivil and hostile online political discourse. Yet, to date, there is a lack of clarity on what incivility means in the political sphere. In this work, we utilize a multidimensional…

Computation and Language · Computer Science 2023-11-16 Sagi Pendzel , Nir Lotan , Alon Zoizner , Einat Minkov

Estimating the political leanings of social media users is a challenging and ever more pressing problem given the increase in social media consumption. We introduce Retweet-BERT, a simple and scalable model to estimate the political…

Social and Information Networks · Computer Science 2023-04-10 Julie Jiang , Xiang Ren , Emilio Ferrara

Social media have substantially altered the way brands and businesses advertise: Online Social Networks provide brands with more versatile and dynamic channels for advertisement than traditional media (e.g., TV and radio). Levels of…

Social and Information Networks · Computer Science 2013-12-24 Shana Dacres , Hamed Haddadi , Matthew Purver

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

Stance detection refers to the task of extracting the standpoint (Favor, Against or Neither) towards a target in given texts. Such research gains increasing attention with the proliferation of social media contents. The conventional…

Computation and Language · Computer Science 2024-08-13 Bowen Zhang , Daijun Ding , Liwen Jing , Genan Dai , Nan Yin

Detecting important events in high volume news streams is an important task for a variety of purposes.The volume and rate of online news increases the need for automated event detection methods thatcan operate in real time. In this paper we…

Social and Information Networks · Computer Science 2020-05-29 Iraklis Moutidis , Hywel T. P. Williams

Social media platforms provide a goldmine for mining public opinion on issues of wide societal interest and impact. Opinion mining is a problem that can be operationalised by capturing and aggregating the stance of individual social media…

Computation and Language · Computer Science 2021-11-29 Rabab Alkhalifa , Arkaitz Zubiaga

We present a highly effective unsupervised framework for detecting the stance of prolific Twitter users with respect to controversial topics. In particular, we use dimensionality reduction to project users onto a low-dimensional space,…

Social and Information Networks · Computer Science 2020-05-22 Kareem Darwish , Peter Stefanov , Michaël Aupetit , Preslav Nakov

We present a novel end-to-end memory network for stance detection, which jointly (i) predicts whether a document agrees, disagrees, discusses or is unrelated with respect to a given target claim, and also (ii) extracts snippets of evidence…

Computation and Language · Computer Science 2018-04-23 Mitra Mohtarami , Ramy Baly , James Glass , Preslav Nakov , Lluis Marquez , Alessandro Moschitti

With the rapid proliferation of information across digital platforms, stance detection has emerged as a pivotal challenge in social media analysis. While most of the existing approaches focus solely on textual data, real-world social media…

Computer Vision and Pattern Recognition · Computer Science 2025-09-11 Lata Pangtey , Omkar Kabde , Shahid Shafi Dar , Nagendra Kumar

The evolution of electronic media is a mixed blessing. Due to the easy access, low cost, and faster reach of the information, people search out and devour news from online social networks. In contrast, the increasing acceptance of social…

Artificial Intelligence · Computer Science 2021-05-24 Hema Karande , Rahee Walambe , Victor Benjamin , Ketan Kotecha , T. S. Raghu

Stance detection is typically framed as predicting the sentiment in a given text towards a target entity. However, this setup overlooks the importance of the source entity, i.e., who is expressing the opinion. In this paper, we emphasize…

Computation and Language · Computer Science 2022-11-04 Xinliang Frederick Zhang , Nick Beauchamp , Lu Wang

Companies and financial investors are paying increasing attention to social consciousness in developing their corporate strategies and making investment decisions to support a sustainable economy for the future. Public discussion on…

Social and Information Networks · Computer Science 2019-09-15 Azadeh Nematzadeh , Grace Bang , Xiaomo Liu , Zhiqiang Ma

Twitter as a new form of social media potentially contains useful information that opens new opportunities for content analysis on tweets. This paper examines the predictive power of Twitter regarding the US presidential election of 2012.…

Social and Information Networks · Computer Science 2014-07-03 Kazem Jahanbakhsh , Yumi Moon