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People use web search engines to find information before forming opinions, which can lead to practical decisions with different levels of impact. The cognitive effort of search can leave opinionated users vulnerable to cognitive biases,…

Information Retrieval · Computer Science 2023-09-18 Z. Wu , T. Draws , F. Cau , F. Barile , A. Rieger , N. Tintarev

Preventing the spread of misinformation is challenging. The detection of misleading content presents a significant hurdle due to its extreme linguistic and domain variability. Content-based models have managed to identify deceptive language…

Computation and Language · Computer Science 2024-01-30 Flavio Merenda , José Manuel Gómez-Pérez

Fact verification is a challenging task that requires simultaneously reasoning and aggregating over multiple retrieved pieces of evidence to evaluate the truthfulness of a claim. Existing approaches typically (i) explore the semantic…

Computation and Language · Computer Science 2021-06-03 Jiasheng Si , Deyu Zhou , Tongzhe Li , Xingyu Shi , Yulan He

Although much research has focused on AI explanations to support decisions in complex information-seeking tasks such as fact-checking, the role of evidence is surprisingly under-researched. In our study, we systematically varied explanation…

Human-Computer Interaction · Computer Science 2026-01-19 Greta Warren , Jingyi Sun , Irina Shklovski , Isabelle Augenstein

Blogs are undoubtedly the richest source of information available in cyberspace. Blogs can be of various natures i.e. personal blogs which contain posts on mixed issues or blogs can be domain specific which contains posts on particular…

Information Retrieval · Computer Science 2013-08-01 Deepti Kapri , Rosy Madaan , A. K Sharma , Ashutosh Dixit

Search engines are the most commonly used type of tool for finding relevant information on the Internet. However, today's search engines are far from perfect. Typical search queries are short, often one or two words, and can be ambiguous…

Information Retrieval · Computer Science 2014-07-24 Dilip K. Limbu , Andy M. Connor , Stephen G. MacDonell

Evaluating explanations of image classifiers regarding ground truth, e.g. segmentation masks defined by human perception, primarily evaluates the quality of the models under consideration rather than the explanation methods themselves.…

Computer Vision and Pattern Recognition · Computer Science 2023-11-09 Hubert Baniecki , Maciej Chrabaszcz , Andreas Holzinger , Bastian Pfeifer , Anna Saranti , Przemyslaw Biecek

LLMs and AI chatbots have improved people's efficiency in various fields. However, the necessary knowledge for answering the question may be beyond the models' knowledge boundaries. To mitigate this issue, many researchers try to introduce…

Computation and Language · Computer Science 2023-11-15 Yi Liu , Lianzhe Huang , Shicheng Li , Sishuo Chen , Hao Zhou , Fandong Meng , Jie Zhou , Xu Sun

Search engines could consistently favor certain values over the others, which is considered as biased due to the built-in infrastructures. Many studies have been dedicated to detect, control, and mitigate the impacts of the biases from the…

Information Retrieval · Computer Science 2021-05-10 Bin Han , Chirag Shah , Daniel Saelid

Generative search engines have the potential to transform how people seek information online, but generated responses from existing large language models (LLMs)-backed generative search engines may not always be accurate. Nonetheless,…

Computation and Language · Computer Science 2024-03-20 Xuming Hu , Xiaochuan Li , Junzhe Chen , Yinghui Li , Yangning Li , Xiaoguang Li , Yasheng Wang , Qun Liu , Lijie Wen , Philip S. Yu , Zhijiang Guo

Social media platforms, increasingly used as news sources for varied data analytics, have transformed how information is generated and disseminated. However, the unverified nature of this content raises concerns about trustworthiness and…

Information Retrieval · Computer Science 2025-03-10 Francisco de Arriba-Pérez , Silvia García-Méndez , Fátima Leal , Benedita Malheiro , Juan C Burguillo

The World Wide Web is a vast and continuously changing source of information where searching is a frequent, and sometimes critical, user task. Searching is not always the user's primary goal but an ancillary task that is performed to find…

Human-Computer Interaction · Computer Science 2019-05-27 Gabriela Bosetti , Sergio Firmenich , Alejandro Fernandez , Marco Winckler , Gustavo Rossi

When users initiate search sessions, their queries are often unclear or might lack of context; this resulting in inefficient document ranking. Multiple approaches have been proposed by the Information Retrieval community to add context and…

Information Retrieval · Computer Science 2022-06-01 Pierre Erbacher , Ludovic Denoyer , Laure Soulier

As social media platforms are evolving from text-based forums into multi-modal environments, the nature of misinformation in social media is also transforming accordingly. Taking advantage of the fact that visual modalities such as images…

Machine Learning · Computer Science 2024-09-19 Sara Abdali , Sina shaham , Bhaskar Krishnamachari

Fact-checking is the process of evaluating the veracity of claims (i.e., purported facts). In this opinion piece, we raise an issue that has received little attention in prior work -- that some claims are far more difficult to fact-check…

Computation and Language · Computer Science 2022-02-08 Prakhar Singh , Anubrata Das , Junyi Jessy Li , Matthew Lease

Debunking misinformation is an important and time-critical task as there could be adverse consequences when misinformation is not quashed promptly. However, the usual supervised approach to debunking via misinformation classification…

Computation and Language · Computer Science 2020-06-11 Nayeon Lee , Yejin Bang , Andrea Madotto , Pascale Fung

Background. There are some publications in software engineering research that aim at guiding researchers in assessing validity threats to their studies. Still, many researchers fail to address many aspects of validity that are essential to…

Software Engineering · Computer Science 2018-09-07 Lucas Gren

The expansion of online social media platforms has led to a surge in online content consumption. However, this has also paved the way for disseminating false claims and misinformation. As a result, there is an escalating demand for a…

Computation and Language · Computer Science 2023-09-19 Megha Sundriyal , Md Shad Akhtar , Tanmoy Chakraborty

Addressing online disinformation requires analysing narratives across languages to help fact-checkers and journalists sift through large amounts of data. The ExU project focuses on developing AI-based models for multilingual disinformation…

Computation and Language · Computer Science 2024-06-25 Jake Vasilakes , Zhixue Zhao , Ivan Vykopal , Michal Gregor , Martin Hyben , Carolina Scarton

Large Language Models (LLMs) should answer factual questions truthfully, grounded in objective knowledge, regardless of user context such as self-disclosed personal information, or system personalization. In this paper, we present the first…

Computation and Language · Computer Science 2025-10-16 Nil-Jana Akpinar , Chia-Jung Lee , Vanessa Murdock , Pietro Perona
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