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Fake news has altered society in negative ways in politics and culture. It has adversely affected both online social network systems as well as offline communities and conversations. Using automatic machine learning classification models is…

计算与语言 · 计算机科学 2020-03-13 Kai Nakamura , Sharon Levy , William Yang Wang

Due to the evolution of the Web and social network platforms it becomes very easy to disseminate the information. Peoples are creating and sharing more information than ever before, which may be misleading, misinformation or fake…

计算与语言 · 计算机科学 2022-03-29 Dharmaraj R. Patil

To improve the reading experience, many news sites organize news into topical collections, called stories. In this work, we present an approach for implementing real-time story identification for a news monitoring system that automatically…

计算与语言 · 计算机科学 2025-08-13 Tadej Škvorc , Nikola Ivačič , Sebastjan Hribar , Marko Robnik-Šikonja

Machine-Generated Text (MGT) detection aims to identify a piece of text as machine or human written. Prior work has primarily formulated MGT detection as a binary classification task over an entire document, with limited work exploring…

计算与语言 · 计算机科学 2024-06-12 Zhongping Zhang , Wenda Qin , Bryan A. Plummer

Platforms have struggled to keep pace with the spread of disinformation. Current responses like user reports, manual analysis, and third-party fact checking are slow and difficult to scale, and as a result, disinformation can spread…

计算机与社会 · 计算机科学 2020-09-30 Austin Hounsel , Jordan Holland , Ben Kaiser , Kevin Borgolte , Nick Feamster , Jonathan Mayer

Fake news detection is an important task for increasing the credibility of information on the media since fake news is constantly spreading on social media every day and it is a very serious concern in our society. Fake news is usually…

计算与语言 · 计算机科学 2021-04-28 Nguyen Manh Duc Tuan , Pham Quang Nhat Minh

A corpus of Hindi news headlines shared on Twitter was created by collecting tweets of 5 mainstream Hindi news sources for a period of 4 months. 7 independent annotators were recruited to mark the 20 most retweeted news posts by each of the…

计算与语言 · 计算机科学 2020-12-15 Vivek Kaushal , Kavita Vemuri

This study explored whether supervised machine learning and deep learning models can effectively distinguish perceived lower-quality news articles from perceived higher-quality news articles. 3 machine learning classifiers and 3 deep…

计算与语言 · 计算机科学 2025-11-21 Connor McElroy , Thiago E. A. de Oliveira , Chris Brogly

We study the problem of finding fake online news. This is an important problem as news of questionable credibility have recently been proliferating in social media at an alarming scale. As this is an understudied problem, especially for…

计算与语言 · 计算机科学 2019-11-20 Momchil Hardalov , Ivan Koychev , Preslav Nakov

Large-scale dissemination of disinformation online intended to mislead or deceive the general population is a major societal problem. Rapid progression in image, video, and natural language generative models has only exacerbated this…

人工智能 · 计算机科学 2022-05-27 Reuben Tan , Bryan A. Plummer , Kate Saenko

With the rapid growth of online information, the spread of fake news has become a serious social challenge. In this study, we propose a novel detection framework based on Large Language Models (LLMs) to identify and classify fake news by…

计算与语言 · 计算机科学 2025-01-22 Xiaochuan Xu , Peiyang Yu , Zeqiu Xu , Jiani Wang

Sarcasm Detection has enjoyed great interest from the research community, however the task of predicting sarcasm in a text remains an elusive problem for machines. Past studies mostly make use of twitter datasets collected using hashtag…

机器学习 · 计算机科学 2022-10-17 Rishabh Misra , Prahal Arora

Among news disorders, propagandist news are particularly insidious, because they tend to mix oriented messages with factual reports intended to look like reliable news. To detect propaganda, extant approaches based on Language Models such…

Classical collaborative filtering, and content-based filtering methods try to learn a static recommendation model given training data. These approaches are far from ideal in highly dynamic recommendation domains such as news recommendation…

机器学习 · 计算机科学 2016-06-01 Shuai Li , Alexandros Karatzoglou , Claudio Gentile

In this work, we focus on the problem of distinguishing a human written news article from a news article that is created by manipulating entities in a human written news article (e.g., replacing entities with factually incorrect entities).…

计算与语言 · 计算机科学 2022-03-22 Ganesh Jawahar , Muhammad Abdul-Mageed , Laks V. S. Lakshmanan

The rising growth of fake news and misleading information through online media outlets demands an automatic method for detecting such news articles. Of the few limited works which differentiate between trusted vs other types of news article…

计算与语言 · 计算机科学 2019-10-29 Vaibhav Vaibhav , Raghuram Mandyam Annasamy , Eduard Hovy

News recommender systems play an increasingly influential role in shaping information access within democratic societies. However, tailoring recommendations to users' specific interests can result in the divergence of information streams.…

计算与语言 · 计算机科学 2023-09-19 Alessandra Polimeno , Myrthe Reuver , Sanne Vrijenhoek , Antske Fokkens

As the Internet help us cross cultural border by providing different information, plagiarism issue is bound to arise. As a result, plagiarism detection becomes more demanding in overcoming this issue. Different plagiarism detection tools…

计算机视觉与模式识别 · 计算机科学 2010-03-25 Chow Kok Kent , Naomie Salim

Our study identifies sentences in Wikipedia articles that are either identical or highly similar by applying techniques for near-duplicate detection of web pages. This is accomplished with a MapReduce implementation of minhash to identify…

信息检索 · 计算机科学 2014-06-05 Sarah Weissman , Samet Ayhan , Joshua Bradley , Jimmy Lin

Automatic classification of scientific articles based on common characteristics is an interesting problem with many applications in digital library and information retrieval systems. Properly organized articles can be useful for automatic…

信息检索 · 计算机科学 2015-05-04 Shameem A Puthiya Parambath