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Popular social media networks provide the perfect environment to study the opinions and attitudes expressed by users. While interactions in social media such as Twitter occur in many natural languages, research on stance detection (the…

计算与语言 · 计算机科学 2021-01-29 Elena Zotova , Rodrigo Agerri , German Rigau

Stance detection is identifying expressed beliefs in a document. While researchers widely use sentiment analysis for this, recent research demonstrates that sentiment and stance are distinct. This paper advances text analysis methods by…

计算与语言 · 计算机科学 2025-07-16 Michael Burnham

Target-based Stance Detection is the task of finding a stance toward a target. Twitter is one of the primary sources of political discussions in social media and one of the best resources to analyze Stance toward entities. This work…

计算与语言 · 计算机科学 2022-05-02 Mohammad Mehdi Jaziriyan , Ahmad Akbari , Hamed Karbasi

The recent advances in natural language processing have yielded many exciting developments in text analysis and language understanding models; however, these models can also be used to track people, bringing severe privacy concerns. In this…

计算与语言 · 计算机科学 2022-07-26 Dilara Dogan , Bahadir Altun , Muhammed Said Zengin , Mucahid Kutlu , Tamer Elsayed

Our research focuses on solving the zero-shot text classification problem in NLP, with a particular emphasis on innovative self-training strategies. To achieve this objective, we propose a novel self-training strategy that uses labels…

计算与语言 · 计算机科学 2023-07-31 Te-Yu Chi , Yu-Meng Tang , Chia-Wen Lu , Qiu-Xia Zhang , Jyh-Shing Roger Jang

Understanding attitudes expressed in texts, also known as stance detection, plays an important role in systems for detecting false information online, be it misinformation (unintentionally false) or disinformation (intentionally false…

计算与语言 · 计算机科学 2022-05-10 Momchil Hardalov , Arnav Arora , Preslav Nakov , Isabelle Augenstein

Stance detection models may tend to rely on dataset bias in the text part as a shortcut and thus fail to sufficiently learn the interaction between the targets and texts. Recent debiasing methods usually treated features learned by small…

计算与语言 · 计算机科学 2022-12-21 Jianhua Yuan , Yanyan Zhao , Bing Qin

Stance detection is a challenging task that aims to identify public opinion from social media platforms with respect to specific targets. Previous work on stance detection largely focused on pure texts. In this paper, we study multi-modal…

计算与语言 · 计算机科学 2024-06-07 Bin Liang , Ang Li , Jingqian Zhao , Lin Gui , Min Yang , Yue Yu , Kam-Fai Wong , Ruifeng Xu

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…

计算与语言 · 计算机科学 2020-06-11 Jannis Vamvas , Rico Sennrich

The rapid development of social media changes the lifestyle of people and simultaneously provides an ideal place for publishing and disseminating rumors, which severely exacerbates social panic and triggers a crisis of social trust. Early…

计算与语言 · 计算机科学 2021-05-11 Chunyuan Yuan , Wanhui Qian , Qianwen Ma , Wei Zhou , Songlin Hu

An overwhelming majority of the world's human population lives in urban areas and cities. Understanding a city's transportation typology is immensely valuable for planners and policy makers whose decisions can potentially impact millions of…

计算与语言 · 计算机科学 2022-04-12 Srushti Rath , Joseph Y. J. Chow

Stance detection concerns automatically determining the viewpoint (i.e., in favour of, against, or neutral) of a text's author towards a target. Stance detection has been applied to many research topics, among which the detection of stances…

计算与语言 · 计算机科学 2026-02-20 Qixiang Fang , Anastasia Giachanou , Ayoub Bagheri

Despite recent progress in computer vision, finegrained interpretation of satellite images remains challenging because of a lack of labeled training data. To overcome this limitation, we construct a novel dataset called WikiSatNet by…

计算机视觉与模式识别 · 计算机科学 2019-08-13 Burak Uzkent , Evan Sheehan , Chenlin Meng , Zhongyi Tang , Marshall Burke , David Lobell , Stefano Ermon

This work describes our two approaches for the background linking task of TREC 2020 News Track. The main objective of this task is to recommend a list of relevant articles that the reader should refer to in order to understand the context…

信息检索 · 计算机科学 2020-07-27 Anup Anand Deshmukh , Udhav Sethi

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…

计算与语言 · 计算机科学 2025-03-06 Gibson Nkhata , Susan Gauch

Online forums and social media platforms are increasingly being used to discuss topics of varying polarities where different people take different stances. Several methodologies for automatic stance detection from text have been proposed in…

计算与语言 · 计算机科学 2020-07-14 Shalmoli Ghosh , Prajwal Singhania , Siddharth Singh , Koustav Rudra , Saptarshi Ghosh

Stance detection predicts attitudes towards targets in texts and has gained attention with the rise of social media. Traditional approaches include conventional machine learning, early deep neural networks, and pre-trained fine-tuning…

计算与语言 · 计算机科学 2024-10-18 Bowen Zhang , Xianghua Fu , Daijun Ding , Hu Huang , Genan Dai , Nan Yin , Yangyang Li , Liwen Jing

We study the problem of incorporating prior knowledge into a deep Transformer-based model,i.e.,Bidirectional Encoder Representations from Transformers (BERT), to enhance its performance on semantic textual matching tasks. By probing and…

计算与语言 · 计算机科学 2021-02-23 Tingyu Xia , Yue Wang , Yuan Tian , Yi Chang

Malicious sockpuppet detection on Wikipedia is critical to preserving access to reliable information on the internet and preventing the spread of disinformation. Prior machine learning approaches rely on stylistic and meta-data features,…

机器学习 · 计算机科学 2025-10-29 Luc Raszewski , Christine De Kock

For a viewpoint-diverse news recommender, identifying whether two news articles express the same viewpoint is essential. One way to determine "same or different" viewpoint is stance detection. In this paper, we investigate the robustness of…

计算与语言 · 计算机科学 2024-04-08 Myrthe Reuver , Suzan Verberne , Antske Fokkens