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Fake news detection aims to detect fake news widely spreading on social media platforms, which can negatively influence the public and the government. Many approaches have been developed to exploit relevant information from news images,…

计算与语言 · 计算机科学 2023-04-20 Quanjiang Guo , Zhao Kang , Ling Tian , Zhouguo Chen

Fact verification (FV) aims to assess the veracity of a claim based on relevant evidence. The traditional approach for automated FV includes a three-part pipeline relying on short evidence snippets and encoder-only inference models. More…

计算与语言 · 计算机科学 2025-02-21 Juraj Vladika , Ivana Hacajová , Florian Matthes

This paper describes our system for SemEval 2025 Task 7: Previously Fact-Checked Claim Retrieval. The task requires retrieving relevant fact-checks for a given input claim from the extensive, multilingual MultiClaim dataset, which comprises…

计算与语言 · 计算机科学 2025-03-13 Amirmohammad Azadi , Sina Zamani , Mohammadmostafa Rostamkhani , Sauleh Eetemadi

Nowadays social media is the primary platform for people to obtain news and share information. Combating online fake news has become an urgent task to reduce the damage it causes to society. Existing methods typically improve their fake…

社会与信息网络 · 计算机科学 2023-12-27 Xing Su , Jian Yang , Jia Wu , Zitai Qiu

Identifying fake news is a very difficult task, especially when considering the multiple modes of conveying information through text, image, video and/or audio. We attempted to tackle the problem of automated misinformation/disinformation…

多媒体 · 计算机科学 2022-03-16 Abhishek Dhankar , Osmar R. Zaïane , Francois Bolduc

Widespread and rapid dissemination of false news has made fact-checking an indispensable requirement. Given its time-consuming and labor-intensive nature, the task calls for an automated support to meet the demand. In this paper, we propose…

计算与语言 · 计算机科学 2021-08-10 Ipek Baris Schlicht , Erhan Sezerer , Selma Tekir , Oul Han , Zeyd Boukhers

Fake news detection research is still in the early stage as this is a relatively new phenomenon in the interest raised by society. Machine learning helps to solve complex problems and to build AI systems nowadays and especially in those…

计算与语言 · 计算机科学 2022-01-20 Sajjad Ahmed , Knut Hinkelmann , Flavio Corradini

Fake news, rumor, incorrect information, and misinformation detection are nowadays crucial issues as these might have serious consequences for our social fabrics. The rate of such information is increasing rapidly due to the availability of…

计算与语言 · 计算机科学 2018-11-13 Arjun Roy , Kingshuk Basak , Asif Ekbal , Pushpak Bhattacharyya

With the rapid growth of Text sentiment analysis, the demand for automatic classification of electronic documents has increased by leaps and bound. The paradigm of text classification or text mining has been the subject of many research…

计算与语言 · 计算机科学 2018-06-19 Bijoyan Das , Sarit Chakraborty

How is a factual claim made credible? We propose the novel task of Epistemic Appeal Identification, which identifies whether and how factual statements have been anchored by external sources or evidence. To advance research on this task, we…

计算与语言 · 计算机科学 2026-03-27 Guy Mor-Lan , Tamir Sheafer , Shaul R. Shenhav

Retrieval-enhanced methods have become a primary approach in fact verification (FV); it requires reasoning over multiple retrieved pieces of evidence to verify the integrity of a claim. To retrieve evidence, existing work often employs…

信息检索 · 计算机科学 2025-10-21 Hengran Zhang , Ruqing Zhang , Jiafeng Guo , Maarten de Rijke , Yixing Fan , Xueqi Cheng

Knowledge-intensive NLP tasks can benefit from linking natural language text with facts from a Knowledge Graph (KG). Although facts themselves are language-agnostic, the fact labels (i.e., language-specific representation of the fact) in…

计算与语言 · 计算机科学 2021-10-04 Keshav Kolluru , Martin Rezk , Pat Verga , William W. Cohen , Partha Talukdar

The ability to describe images with natural language sentences is the hallmark for image and language understanding. Such a system has wide ranging applications such as annotating images and using natural sentences to search for images.In…

机器学习 · 计算机科学 2016-01-15 Afroze Ibrahim Baqapuri

Named Entity Disambiguation (NED) refers to the task of resolving multiple named entity mentions in a document to their correct references in a knowledge base (KB) (e.g., Wikipedia). In this paper, we propose a novel embedding method…

计算与语言 · 计算机科学 2016-06-13 Ikuya Yamada , Hiroyuki Shindo , Hideaki Takeda , Yoshiyasu Takefuji

With the proliferation of social media, the detection of fake news has become a critical issue that poses a significant threat to society. The dissemination of fake information can lead to social harm and damage the credibility of…

计算机与社会 · 计算机科学 2023-05-18 Qian Chang , Xia Lia , Patrick S. W. Fong

This paper introduces the Cross-lingual Fact Extraction and VERification (XFEVER) dataset designed for benchmarking the fact verification models across different languages. We constructed it by translating the claim and evidence texts of…

计算与语言 · 计算机科学 2023-10-26 Yi-Chen Chang , Canasai Kruengkrai , Junichi Yamagishi

As generated text becomes more commonplace, it is increasingly important to evaluate how well-supported such text is by external knowledge sources. Many approaches for evaluating textual support rely on some method for decomposing text into…

计算与语言 · 计算机科学 2024-03-19 Miriam Wanner , Seth Ebner , Zhengping Jiang , Mark Dredze , Benjamin Van Durme

Few-Shot Fake News Detection (FS-FND) aims to distinguish inaccurate news from real ones in extremely low-resource scenarios. This task has garnered increased attention due to the widespread dissemination and harmful impact of fake news on…

计算与语言 · 计算机科学 2025-08-29 Ye Liu , Jiajun Zhu , Xukai Liu , Haoyu Tang , Yanghai Zhang , Kai Zhang , Xiaofang Zhou , Enhong Chen

Society is experimenting changes in information consumption, as new information channels such as social networks let people share news that do not necessarily be trust worthy. Sometimes, these sources of information produce fake news…

人工智能 · 计算机科学 2020-04-03 Eduardo C. Garrido-Merchán , Cristina Puente , Rafael Palacios

Event mentions in text correspond to real-world events of varying degrees of granularity. The task of subevent detection aims to resolve this granularity issue, recognizing the membership of multi-granular events in event complexes. Since…

计算与语言 · 计算机科学 2021-09-15 Haoyu Wang , Hongming Zhang , Muhao Chen , Dan Roth