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相关论文: Multi-modal Stance Detection: New Datasets and Mod…

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In the past few years, the meme has become a new way of communication on the Internet. As memes are the images with embedded text, it can quickly spread hate, offence and violence. Classifying memes are very challenging because of their…

计算机视觉与模式识别 · 计算机科学 2021-03-02 Eftekhar Hossain , Omar Sharif , Mohammed Moshiul Hoque

Multimodal target/aspect sentiment classification combines multimodal sentiment analysis and aspect/target sentiment classification. The goal of the task is to combine vision and language to understand the sentiment towards a target entity…

计算与语言 · 计算机科学 2021-08-09 Zaid Khan , Yun Fu

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…

计算与语言 · 计算机科学 2023-10-31 Joseph Gatto , Omar Sharif , Sarah Masud Preum

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

Event detection in a multimodal Twitter dataset is considered. We treat the hashtags in the dataset as instances with two modes: text and geolocation features. The text feature consists of a bag-of-words representation. The geolocation…

应用统计 · 统计学 2016-05-17 Yasin Yilmaz , Alfred Hero

Stance detection on social media can help to identify and understand slanted news or commentary in everyday life. In this work, we propose a new model for zero-shot stance detection on Twitter that uses adversarial learning to generalize…

计算与语言 · 计算机科学 2021-05-17 Emily Allaway , Malavika Srikanth , Kathleen McKeown

Stance detection automatically detects the stance in a text towards a target, vital for content analysis in web and social media research. Despite their promising capabilities, LLMs encounter challenges when directly applied to stance…

计算与语言 · 计算机科学 2024-04-17 Xiaochong Lan , Chen Gao , Depeng Jin , Yong Li

Annotated datasets in different domains are critical for many supervised learning-based solutions to related problems and for the evaluation of the proposed solutions. Topics in natural language processing (NLP) similarly require annotated…

计算与语言 · 计算机科学 2019-01-17 Dilek Küçük , Fazli Can

Stance detection, which aims to identify public opinion towards specific targets using social media data, is an important yet challenging task. With the increasing number of online debates among social media users, conversational stance…

计算与语言 · 计算机科学 2025-06-24 Yuzhe Ding , Kang He , Bobo Li , Li Zheng , Haijun He , Fei Li , Chong Teng , Donghong Ji

In the last years there has been a growing attention towards predicting the political orientation of active social media users, being this of great help to study political forecasts, opinion dynamics modeling and users polarization.…

社会与信息网络 · 计算机科学 2022-04-25 Margherita Gambini , Tiziano Fagni , Caterina Senette , Maurizio Tesconi

Multimodal Stance Detection (MSD) is crucial for understanding public discourse, yet effectively fusing text and image, especially with conflicting signals, remains challenging. Existing methods often face difficulties with contextual…

人工智能 · 计算机科学 2026-05-01 Weihai Lu , Zhejun Zhao , Yanshu Li , Huan He

Stance detection, the task of identifying the speaker's opinion towards a particular target, has attracted the attention of researchers. This paper describes a novel approach for detecting stance in Twitter. We define a set of features in…

计算与语言 · 计算机科学 2020-07-30 Mirko Lai , Delia Irazú Hernández Farías , Viviana Patti , Paolo Rosso

Stance detection is important for understanding different attitudes and beliefs on the Internet. However, given that a passage's stance toward a given topic is often highly dependent on that topic, building a stance detection model that…

计算与语言 · 计算机科学 2024-02-09 Hans W. A. Hanley , Zakir Durumeric

Detecting and labeling stance in social media text is strongly motivated by hate speech detection, poll prediction, engagement forecasting, and concerted propaganda detection. Today's best neural stance detectors need large volumes of…

社会与信息网络 · 计算机科学 2022-01-06 Subhabrata Dutta , Samiya Caur , Soumen Chakrabarti , Tanmoy Chakraborty

We present a new challenging stance detection dataset, called Will-They-Won't-They (WT-WT), which contains 51,284 tweets in English, making it by far the largest available dataset of the type. All the annotations are carried out by experts;…

Mining structured knowledge from tweets using named entity recognition (NER) can be beneficial for many down stream applications such as recommendation and intention understanding. With tweet posts tending to be multimodal, multimodal named…

计算与语言 · 计算机科学 2024-01-05 Peipei Liu , Hong Li , Yimo Ren , Jie Liu , Shuaizong Si , Hongsong Zhu , Limin Sun

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

In recent years, multimodal natural language processing, aimed at learning from diverse data types, has garnered significant attention. However, there needs to be more clarity when it comes to analysing multimodal tasks in multi-lingual…

计算与语言 · 计算机科学 2024-06-13 Gaurish Thakkar , Sherzod Hakimov , Marko Tadić

Social media platforms provide a goldmine for mining public opinion on issues of wide societal interest and impact. Opinion mining is a problem that can be operationalised by capturing and aggregating the stance of individual social media…

计算与语言 · 计算机科学 2021-11-29 Rabab Alkhalifa , Arkaitz Zubiaga

Understanding human interactions and social structures is an incredibly important task, especially in such an interconnected world. One task that facilitates this is Stance Detection, which predicts the opinion or attitude of a text towards…

社会与信息网络 · 计算机科学 2024-07-02 Jack Tacchi , Parisa Jamadi Khiabani , Arkaitz Zubiaga , Chiara Boldrini , Andrea Passarella