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This paper describes our approach for the Detecting Stance in Tweets task (SemEval-2016 Task 6). We utilized recent advances in short text categorization using deep learning to create word-level and character-level models. The choice…

计算与语言 · 计算机科学 2016-06-21 Prashanth Vijayaraghavan , Ivan Sysoev , Soroush Vosoughi , Deb Roy

We introduce SCRum-9, the largest multilingual Stance Classification dataset for Rumour analysis in 9 languages, containing 7,516 tweets from X. SCRum-9 goes beyond existing stance classification datasets by covering more languages, linking…

计算与语言 · 计算机科学 2025-11-18 Yue Li , Jake Vasilakes , Zhixue Zhao , Carolina Scarton

Large Language Models store extensive factual knowledge acquired during large-scale pre-training. However, this knowledge is inherently static, reflecting only the state of the world at the time of training. Knowledge editing has emerged as…

计算与语言 · 计算机科学 2025-10-14 Geunyeong Jeong , Juoh Sun , Seonghee Lee , Harksoo Kim

The rapid proliferation of online misinformation threatens the stability of digital social systems and poses significant risks to public trust, policy, and safety, necessitating reliable automated fake news detection. Existing methods often…

信息检索 · 计算机科学 2026-03-06 Roopa Bukke , Soumya Pandey , Suraj Kumar , Soumi Chattopadhyay , Chandranath Adak

Large Language Models (LLMs) are increasingly capable but often require significant guidance or extensive interaction history to perform effectively in complex, interactive environments. Existing methods may struggle with adapting to new…

机器学习 · 计算机科学 2025-06-12 Samuel Holt , Max Ruiz Luyten , Thomas Pouplin , Mihaela van der Schaar

The spread of fake news, polarizing, politically biased, and harmful content on online platforms has been a serious concern. With large language models becoming a promising approach, however, no study has properly benchmarked their…

计算与语言 · 计算机科学 2025-09-10 Michele Joshua Maggini , Dhia Merzougui , Rabiraj Bandyopadhyay , Gaël Dias , Fabrice Maurel , Pablo Gamallo

As humans, we can often detect from a persons utterances if he or she is in favor of or against a given target entity (topic, product, another person, etc). But from the perspective of a computer, we need means to automatically deduce the…

计算与语言 · 计算机科学 2017-03-07 Gourav G. Shenoy , Erika H. Dsouza , Sandra Kübler

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

In an age characterized by the proliferation of mis- and disinformation online, it is critical to empower readers to understand the content they are reading. Important efforts in this direction rely on manual or automatic fact-checking,…

计算与语言 · 计算机科学 2025-06-17 Zain Muhammad Mujahid , Dilshod Azizov , Maha Tufail Agro , Preslav Nakov

Stance detection aims to identify the attitude expressed in a document towards a given target. Techniques such as Chain-of-Thought (CoT) prompting have advanced this task, enhancing a model's reasoning capabilities through the derivation of…

计算与语言 · 计算机科学 2023-09-08 Kairui Hu , Ming Yan , Joey Tianyi Zhou , Ivor W. Tsang , Wen Haw Chong , Yong Keong Yap

With the growth of online services, the need for advanced text classification algorithms, such as sentiment analysis and biased text detection, has become increasingly evident. The anonymous nature of online services often leads to the…

计算与语言 · 计算机科学 2023-11-14 Dasol Choi , Jooyoung Song , Eunsun Lee , Jinwoo Seo , Heejune Park , Dongbin Na

The rapid proliferation of multimodal social media content has driven research in Multimodal Conversational Stance Detection (MCSD), which aims to interpret users' attitudes toward specific targets within complex discussions. However,…

计算与语言 · 计算机科学 2026-03-11 Bingbing Wang , Zhixin Bai , Zhengda Jin , Zihan Wang , Xintong Song , Jingjie Lin , Sixuan Li , Jing Li , Ruifeng Xu

Media plays an important role in shaping public opinion. Biased media can influence people in undesirable directions and hence should be unmasked as such. We observe that featurebased and neural text classification approaches which rely…

计算与语言 · 计算机科学 2020-10-22 Wei-Fan Chen , Khalid Al-Khatib , Benno Stein , Henning Wachsmuth

User acceptance of artificial intelligence agents might depend on their ability to explain their reasoning, which requires adding an interpretability layer that fa- cilitates users to understand their behavior. This paper focuses on adding…

计算与语言 · 计算机科学 2016-12-16 I. Lopez-Gazpio , M. Maritxalar , A. Gonzalez-Agirre , G. Rigau , L. Uria , E. Agirre

At present, multi-oriented text detection methods based on deep neural network have achieved promising performances on various benchmarks. Nevertheless, there are still some difficulties for arbitrary shape text detection, especially for a…

计算机视觉与模式识别 · 计算机科学 2020-04-17 XiaoQian Li , Jie Liu , ShuWu Zhang , GuiXuan Zhang

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…

计算与语言 · 计算机科学 2024-10-18 Xiutian Zhao , Ke Wang , Wei Peng

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

Identifying public misinformation is a complicated and challenging task. An important part of checking the veracity of a specific claim is to evaluate the stance different news sources take towards the assertion. Automatic stance…

计算与语言 · 计算机科学 2018-05-22 Benjamin Riedel , Isabelle Augenstein , Georgios P. Spithourakis , Sebastian Riedel

In today\'s digital world, fake news is spreading with immense speed. Its a significant concern to address. In this work, we addressed that challenge using novel graph based approach. We took dataset from Kaggle that contains real and fake…

计算与语言 · 计算机科学 2025-07-21 Chandrashekar Muniyappa , Sirisha Velampalli

Illicit online promotion is a persistent threat that evolves to evade detection. Existing moderation systems remain tethered to platform-specific supervision and static taxonomies, a reactive paradigm that struggles to generalize across…

密码学与安全 · 计算机科学 2026-03-31 Sangyi Wu , Junpu Guo , Xianghang Mi
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