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Stance detection is crucial for fostering a human-centric Web by analyzing user-generated content to identify biases and harmful narratives that undermine trust. With the development of Large Language Models (LLMs), existing approaches…

Computation and Language · Computer Science 2025-07-01 Jiaqing Yuan , Ruijie Xi , Munindar P. Singh

Misleading text detection on social media platforms is a critical research area, as these texts can lead to public misunderstanding, social panic and even economic losses. This paper proposes a novel framework - CL-ISR (Contrastive Learning…

Computation and Language · Computer Science 2025-06-06 Tianyi Huang , Zikun Cui , Cuiqianhe Du , Chia-En Chiang

We describe MITRE's submission to the SemEval-2016 Task 6, Detecting Stance in Tweets. This effort achieved the top score in Task A on supervised stance detection, producing an average F1 score of 67.8 when assessing whether a tweet author…

Artificial Intelligence · Computer Science 2016-06-14 Guido Zarrella , Amy Marsh

This work introduces UstanceBR, a multimodal corpus in the Brazilian Portuguese Twitter domain for target-based stance prediction. The corpus comprises 86.8 k labelled stances towards selected target topics, and extensive network…

Computation and Language · Computer Science 2024-11-12 Camila Pereira , Matheus Pavan , Sungwon Yoon , Ricelli Ramos , Pablo Costa , Lais Cavalheiro , Ivandre Paraboni

User-level stance detection (UserSD) remains challenging due to the lack of high-quality benchmarks that jointly capture linguistic and social structure. In this paper, we introduce TwiUSD, the first large-scale, manually annotated UserSD…

Social and Information Networks · Computer Science 2025-07-24 Fuqiang Niu , Zini Chen , Zhiyu Xie , Hu Huang , Genan Dai , Bowen Zhang

The proliferation of misinformation, such as rumors on social media, has drawn significant attention, prompting various expressions of stance among users. Although rumor detection and stance detection are distinct tasks, they can complement…

Computation and Language · Computer Science 2025-02-14 Ruichao Yang , Jing Ma , Wei Gao , Hongzhan Lin

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

The lack of wide coverage datasets annotated with everyday metaphorical expressions for languages other than English is striking. This means that most research on supervised metaphor detection has been published only for that language. In…

Computation and Language · Computer Science 2022-10-25 Elisa Sanchez-Bayona , Rodrigo Agerri

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

Controversial claims are abundant in online media and discussion forums. A better understanding of such claims requires analyzing them from different perspectives. Stance classification is a necessary step for inferring these perspectives…

Computation and Language · Computer Science 2019-10-15 Kashyap Popat , Subhabrata Mukherjee , Andrew Yates , Gerhard Weikum

Formulating statements that support diverse or controversial stances on specific topics is vital for platforms that enable user expression, reshape political discourse, and drive social critique and information dissemination. With the rise…

Computation and Language · Computer Science 2025-04-07 Bingqian Wang , Quan Fang , Jiachen Sun , Xiaoxiao Ma

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…

Social and Information Networks · Computer Science 2023-03-31 Zhiwei Zhou , Erick Elejalde

We analyze publicly available US Supreme Court documents using automated stance detection. In the first phase of our work, we investigate the extent to which the Court's public-facing language is political. We propose and calculate two…

Computation and Language · Computer Science 2022-11-22 Noah Bergam , Emily Allaway , Kathleen McKeown

Data collection from manual labeling provides domain-specific and task-aligned supervision for data-driven approaches, and a critical mass of well-annotated resources is required to achieve reasonable performance in natural language…

Computation and Language · Computer Science 2023-11-09 Zhengyuan Liu , Hai Leong Chieu , Nancy F. Chen

Stance classification can be a powerful tool for understanding whether and which users believe in online rumours. The task aims to automatically predict the stance of replies towards a given rumour, namely support, deny, question, or…

Computation and Language · Computer Science 2020-10-12 Carolina Scarton , Diego F. Silva , Kalina Bontcheva

Stance detection is critical for understanding the underlying position or attitude expressed toward a topic. Large language models (LLMs) have demonstrated significant advancements across various natural language processing tasks including…

Computation and Language · Computer Science 2025-02-11 Ang Li , Jingqian Zhao , Bin Liang , Lin Gui , Hui Wang , Xi Zeng , Xingwei Liang , Kam-Fai Wong , Ruifeng Xu

Stance Detection (SD) has become a critical area of interest due to its applications in various contexts leading to increased research within NLP. Yet the subtlety and complexity of texts sourced from online platforms often containing…

Computation and Language · Computer Science 2025-03-07 Gibson Nkhata Shi Yin Hong , Susan Gauch

Stance detection on social media is challenging for Large Language Models (LLMs), as emerging slang and colloquial language in online conversations often contain deeply implicit stance labels. Chain-of-Thought (COT) prompting has recently…

Computation and Language · Computer Science 2023-10-31 Joseph Gatto , Omar Sharif , Sarah Masud Preum

Mis- and disinformation online have become a major societal problem as major sources of online harms of different kinds. One common form of mis- and disinformation is out-of-context (OOC) information, where different pieces of information…

Computation and Language · Computer Science 2025-09-09 Xin Yuan , Jie Guo , Weidong Qiu , Zheng Huang , Shujun Li

Stance Detection (SD) on social media has emerged as a prominent area of interest with implications for social business and political applications thereby garnering escalating research attention within NLP. The inherent subtlety and…

Computation and Language · Computer Science 2025-03-06 Gibson Nkhata , Susan Gauch
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