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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

We extract a large-scale stance detection dataset from comments written by candidates of elections in Switzerland. The dataset consists of German, French and Italian text, allowing for a cross-lingual evaluation of stance detection. It…

Computation and Language · Computer Science 2020-06-11 Jannis Vamvas , Rico Sennrich

As online news consumption grows, personalized recommendation systems have become integral to digital journalism. However, these systems risk reinforcing filter bubbles and political polarization by failing to incorporate diverse…

Computation and Language · Computer Science 2025-09-23 Dahyun Lee , Jonghyeon Choi , Jiyoung Han , Kunwoo Park

Stance detection is an established task that classifies an author's attitude toward a specific target into categories such as Favor, Neutral, and Against. Beyond categorical stance labels, we leverage a long-established affective science…

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 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…

Computation and Language · Computer Science 2024-08-12 Junxia Ma , Changjiang Wang , Hanwen Xing , Dongming Zhao , Yazhou Zhang

Stance detection is essential for understanding subjective content across various platforms such as social media, news articles, and online reviews. Recent advances in Large Language Models (LLMs) have revolutionized stance detection by…

Computation and Language · Computer Science 2026-01-21 Lata Pangtey , Anukriti Bhatnagar , Shubhi Bansal , Shahid Shafi Dar , Nagendra Kumar

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

Stance detection has emerged as a popular task in natural language processing research, enabled largely by the abundance of target-specific social media data. While there has been considerable research on the development of stance detection…

Computation and Language · Computer Science 2025-02-05 Prasanta Bhattacharya , Hong Zhang , Yiming Cao , Wei Gao , Brandon Siyuan Loh , Joseph J. P. Simons , Liang Ze Wong

Dialogue agents have been receiving increasing attention for years, and this trend has been further boosted by the recent progress of large language models (LLMs). Stance detection and dialogue summarization are two core tasks of dialogue…

Computation and Language · Computer Science 2024-10-18 Xiutian Zhao , Ke Wang , Wei Peng

With the continuing spread of misinformation and disinformation online, it is of increasing importance to develop combating mechanisms at scale in the form of automated systems that support multiple languages. One task of interest is claim…

Computation and Language · Computer Science 2021-05-19 Tariq Alhindi , Amal Alabdulkarim , Ali Alshehri , Muhammad Abdul-Mageed , Preslav Nakov

This tutorial aims to cover the state-of-the-art on stance detection and address open research avenues for interested researchers and practitioners. Stance detection is a recent research topic where the stance towards a given target or…

Computation and Language · Computer Science 2022-10-25 Dilek Küçük , Fazli Can

Stance classification, the task of predicting the viewpoint of an author on a subject of interest, has long been a focal point of research in domains ranging from social science to machine learning. Current stance detection methods rely…

Computation and Language · Computer Science 2024-03-07 Iain J. Cruickshank , Lynnette Hui Xian Ng

Previous stance detection studies typically concentrate on evaluating stances within individual instances, thereby exhibiting limitations in effectively modeling multi-party discussions concerning the same specific topic, as naturally…

Computation and Language · Computer Science 2024-03-22 Fuqiang Niu , Min Yang , Ang Li , Baoquan Zhang , Xiaojiang Peng , Bowen Zhang

Many users reading online articles in various magazines may suffer considerable difficulty in distinguishing the implicit intents in texts. In this work, we focus on automatically recognizing the political intents of a given online…

Computation and Language · Computer Science 2023-11-06 Beomjune Kim , Eunsun Lee , Dongbin Na

Stance detection has become an essential tool for analyzing public discussions on social media. Current methods face significant challenges, particularly in Chinese language processing and multi-turn conversational analysis. To address…

Computation and Language · Computer Science 2025-04-21 Fuqiang Niu , Yi Yang , Xianghua Fu , Genan Dai , Bowen Zhang

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

Stance detection is commonly defined as the automatic process of determining the positions of text producers, towards a target. In this paper, we define a research problem closely related to stance detection, namely, stance quantification,…

Computation and Language · Computer Science 2021-12-28 Dilek Küçük

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 detection is the task of determining the viewpoint expressed in a text towards a given target. A specific direction within the task focuses on cross-target stance detection, where a model trained on samples pertaining to certain…

Computation and Language · Computer Science 2024-09-23 Parisa Jamadi Khiabani , Arkaitz Zubiaga
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