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相关论文: A Semi-Supervised Approach to Detecting Stance in …

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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…

计算与语言 · 计算机科学 2023-09-19 Erik Arakelyan , Arnav Arora , 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…

计算与语言 · 计算机科学 2020-01-07 Benjamin Schiller , Johannes Daxenberger , Iryna Gurevych

A key challenge in social network analysis is understanding the position, or stance, of people in the graph on a large set of topics. While past work has modeled (dis)agreement in social networks using signed graphs, these approaches have…

社会与信息网络 · 计算机科学 2022-12-16 John Pougué-Biyong , Akshay Gupta , Aria Haghighi , Ahmed El-Kishky

Social media tend to be rife with rumours while new reports are released piecemeal during breaking news. Interestingly, one can mine multiple reactions expressed by social media users in those situations, exploring their stance towards…

计算与语言 · 计算机科学 2016-09-08 Michal Lukasik , Kalina Bontcheva , Trevor Cohn , Arkaitz Zubiaga , Maria Liakata , Rob Procter

Research on computational argumentation is currently being intensively investigated. The goal of this community is to find the best pro and con arguments for a user given topic either to form an opinion for oneself, or to persuade others to…

计算与语言 · 计算机科学 2020-04-24 Stefan Ollinger , Lorik Dumani , Premtim Sahitaj , Ralph Bergmann , Ralf Schenkel

Web platforms have allowed political manifestation and debate for decades. Technology changes have brought new opportunities for expression, and the availability of longitudinal data of these debates entice new questions regarding who…

社会与信息网络 · 计算机科学 2020-05-21 Eduardo Graells-Garrido , Ricardo Baeza-Yates , Mounia Lalmas

This paper surveys and presents recent academic work carried out within the field of stance classification and fake news detection. Echo chambers and the model organism problem are examples that pose challenges to acquire data with high…

计算与语言 · 计算机科学 2019-07-02 Anders Edelbo Lillie , Emil Refsgaard Middelboe

In this paper we present our approach and the system description for Sub-task A and Sub Task B of SemEval 2019 Task 6: Identifying and Categorizing Offensive Language in Social Media. Sub-task A involves identifying if a given tweet is…

计算与语言 · 计算机科学 2019-04-22 Haimin Zhang , Debanjan Mahata , Simra Shahid , Laiba Mehnaz , Sarthak Anand , Yaman Singla , Rajiv Ratn Shah , Karan Uppal

This paper studies the problem of stance detection which aims to predict the perspective (or stance) of a given document with respect to a given claim. Stance detection is a major component of automated fact checking. As annotating stances…

机器学习 · 计算机科学 2019-02-08 Brian Xu , Mitra Mohtarami , James Glass

Social media classification tasks (e.g., tweet sentiment analysis, tweet stance detection) are challenging because social media posts are typically short, informal, and ambiguous. Thus, training on tweets is challenging and demands…

计算与语言 · 计算机科学 2023-02-21 Shizhe Diao , Sedrick Scott Keh , Liangming Pan , Zhiliang Tian , Yan Song , Tong Zhang

Stance detection, as the task of determining the viewpoint of a social media post towards a target as 'favor' or 'against', has been understudied in the challenging yet realistic scenario where there is limited labeled data for a certain…

计算与语言 · 计算机科学 2024-03-11 Parisa Jamadi Khiabani , Arkaitz Zubiaga

Stance detection is nearly always formulated as classifying text into Favor, Against, or Neutral. This convention was inherited from debate analysis and has been applied without modification to social media since SemEval-2016. However,…

计算与语言 · 计算机科学 2026-04-28 Bowen Zhang

People who share similar opinions towards controversial topics could form an echo chamber and may share similar political views toward other topics as well. The existence of such connections, which we call connected behavior, gives…

社会与信息网络 · 计算机科学 2023-03-22 Hong Zhang , Haewoon Kwak , Wei Gao , Jisun An

Stance detection is an active task in natural language processing (NLP) that aims to identify the author's stance towards a particular target within a text. Given the remarkable language understanding capabilities and encyclopedic prior…

计算与语言 · 计算机科学 2024-08-12 Junxia Ma , Changjiang Wang , Hanwen Xing , Dongming Zhao , Yazhou Zhang

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…

计算与语言 · 计算机科学 2020-10-12 Carolina Scarton , Diego F. Silva , Kalina Bontcheva

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…

计算与语言 · 计算机科学 2020-06-02 Marjan Hosseinia , Eduard Dragut , Arjun Mukherjee

Large Language Models inherit stereotypes from their pretraining data, leading to biased behavior toward certain social groups in many Natural Language Processing tasks, such as hateful speech detection or sentiment analysis. Surprisingly,…

计算与语言 · 计算机科学 2025-10-24 Anthony Dubreuil , Antoine Gourru , Christine Largeron , Amine Trabelsi

Manual annotations are a prerequisite for many applications of machine learning. However, weaknesses in the annotation process itself are easy to overlook. In particular, scholars often choose what information to give to annotators without…

社会与信息网络 · 计算机科学 2017-08-22 Kenneth Joseph , Lisa Friedland , William Hobbs , Oren Tsur , David Lazer

Nowadays, topic classification from tweets attracts considerable research attention. Different classification systems have been suggested thanks to these research efforts. Nevertheless, they face major challenges owing to low performance…

计算与语言 · 计算机科学 2024-07-04 Kheir Eddine Daouadi , Yaakoub Boualleg , Oussama Guehairia

Classifying the stance of individuals on controversial topics and uncovering their concerns is crucial for social scientists and policymakers. Data from Online Social Networks (OSNs), which serve as a proxy to a representative sample of…

社会与信息网络 · 计算机科学 2025-01-22 Ahmad Zareie , Kalina Bontcheva , Carolina Scarton