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How can we define visual sentiment when viewers systematically disagree on their perspectives? This study introduces a novel approach to visual sentiment analysis by integrating attitudinal differences into visual sentiment classification.…

Computer Vision and Pattern Recognition · Computer Science 2024-08-09 Olga Gasparyan , Elena Sirotkina

Computational modelling of political discourse tasks has become an increasingly important area of research in natural language processing. Populist rhetoric has risen across the political sphere in recent years; however, computational…

Computation and Language · Computer Science 2022-06-16 Pere-Lluís Huguet-Cabot , David Abadi , Agneta Fischer , Ekaterina Shutova

Video watching had emerged as one of the most frequent media activities on the Internet. Yet, little is known about how users watch online video. Using two distinct YouTube datasets, a set of random YouTube videos crawled from the Web and a…

Human-Computer Interaction · Computer Science 2017-05-18 Minsu Park , Mor Naaman , Jonah Berger

The share of videos in the internet traffic has been growing, therefore understanding how videos capture attention on a global scale is also of growing importance. Most current research focus on modeling the number of views, but we argue…

Social and Information Networks · Computer Science 2018-04-12 Siqi Wu , Marian-Andrei Rizoiu , Lexing Xie

Abusive language is a massive problem in online social platforms. Existing abusive language detection techniques are particularly ill-suited to comments containing heterogeneous abusive language patterns, i.e., both abusive and non-abusive…

Computation and Language · Computer Science 2021-05-25 Hongyu Gong , Alberto Valido , Katherine M. Ingram , Giulia Fanti , Suma Bhat , Dorothy L. Espelage

Argumentative stance classification plays a key role in identifying authors' viewpoints on specific topics. However, generating diverse pairs of argumentative sentences across various domains is challenging. Existing benchmarks often come…

Computation and Language · Computer Science 2024-11-19 Jiaqing Yuan , Ruijie Xi , Munindar P. Singh

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

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

The war in Ukraine seems to have positively changed the attitude toward the critical societal topic of migration in Europe -- at least towards refugees from Ukraine. We investigate whether this impression is substantiated by how the topic…

Social and Information Networks · Computer Science 2023-05-22 Sergej Wildemann , Claudia Niederée , Erick Elejalde

As of 2018, YouTube, the major online video sharing website, hosts multiple channels promoting right-wing content. In this paper, we observe issues related to hate, violence and discriminatory bias in a dataset containing more than 7,000…

Social and Information Networks · Computer Science 2018-04-12 Raphael Ottoni , Evandro Cunha , Gabriel Magno , Pedro Bernadina , Wagner Meira , Virgilio Almeida

The prevalence of state-sponsored propaganda on the Internet has become a cause for concern in the recent years. While much effort has been made to identify state-sponsored Internet propaganda, the problem remains far from being solved…

Computation and Language · Computer Science 2021-05-13 Xiaobo Guo , Soroush Vosoughi

The rapid growth of social media platforms has led to concerns about radicalization, filter bubbles, and content bias. Existing approaches to classifying ideology are limited in that they require extensive human effort, the labeling of…

Computation and Language · Computer Science 2025-11-12 Muhammad Haroon , Magdalena Wojcieszak , Anshuman Chhabra

The abundance of social media data has presented opportunities for accurately determining public and group-specific stances around policy proposals or controversial topics. In contrast with sentiment analysis which focuses on identifying…

Computation and Language · Computer Science 2024-07-03 Nayoung Kim , David Mosallanezhad , Lu Cheng , Michelle V. Mancenido , Huan Liu

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

Suicide remains a critical global public health issue. While previous studies have provided valuable insights into detecting suicidal expressions in individual social media posts, limited attention has been paid to the analysis of…

Computation and Language · Computer Science 2025-10-17 Jun Li , Qun Zhao

Building models to detect vaccine attitudes on social media is challenging because of the composite, often intricate aspects involved, and the limited availability of annotated data. Existing approaches have relied heavily on supervised…

Computation and Language · Computer Science 2022-06-22 Lixing Zhu , Zheng Fang , Gabriele Pergola , Rob Procter , Yulan He

Violent threats remain a significant problem across social media platforms. Useful, high-quality data facilitates research into the understanding and detection of malicious content, including violence. In this paper, we introduce a…

Since 2016, the amount of academic research with the keyword "misinformation" has more than doubled [2]. This research often focuses on article headlines shown in artificial testing environments, yet misinformation largely spreads through…

Human-Computer Interaction · Computer Science 2020-12-16 Emily Saltz , Claire Leibowicz , Claire Wardle

On social media platforms, hateful and offensive language negatively impact the mental well-being of users and the participation of people from diverse backgrounds. Automatic methods to detect offensive language have largely relied on…

Computation and Language · Computer Science 2022-01-26 Rishav Hada , Sohi Sudhir , Pushkar Mishra , Helen Yannakoudakis , Saif M. Mohammad , Ekaterina Shutova

The digital landscape provides a dynamic platform for political discourse crucial for understanding shifts in public opinion and engagement especially under authoritarian governments This study examines YouTube user behavior during the…

Information Retrieval · Computer Science 2024-08-20 Elizaveta Savchenko , Michael Raphael Freedman