Aug 2026· IIUM JOURNAL OF HUMAN SCIENCES· Vol 8, pp. 63-86· 0 citations· 24 references
TL;DR
The results indicate that fake news shows orthographic instability, reduced lexical diversity, and register mismatch, reflecting deceptive intent and cognitive constraints associated with fabricated narratives.
Abstract
The surge of fake news on social media during the COVID-19 pandemic posed serious risks to public health and social stability. While previous studies have largely focused on computational detection of misinformation, less attention has been paid to identifying human-recognisable linguistic features that enable real-time fake news detection. This exploratory study investigated the lexical features that characterise fake COVID-19 news and identified the most distinctive features that differentiate fake news from authentic reporting. Using a qualitative research design, this study analysed 27 misinformation texts to examine a corpus of English-language fake COVID-19 news articles collected from an International Fact-Checking Network (IFCN)-certified fact-checking website: SEBENARNYA.MY (Malaysia). The findings may suggest preliminary evidence of linguistic patterns of recurring lexical features in fake news, including random capitalisation (capitalised words and all-uppercase text), irregular use of lowercase letters, repetition of content words and phrases, multiple types of spelling errors, informal shortened words, inappropriate lexical choices, and non-standard formatting such as excessive bold text and improper word spacing. The results indicate that fake news shows orthographic instability, reduced lexical diversity, and register mismatch, reflecting deceptive intent and cognitive constraints associated with fabricated narratives. This study contributes to fake news research by foregrounding interpretable, surface-level lexical cues that enable readers to identify misinformation without reliance on automated tools. The findings have important implications for media literacy, public health communication, and linguistic approaches to detect misinformation.
A feature-based analysis of text-oriented fake news detection methods published from 2017 to 2025 shows how different textual features, such as linguistic, stylistic, psychological, statistical, semantic, and syntactic features, are used for the identification of fake or real news.
Itika U. Lakkewar, R. Jugele· International Research Journ...· 0 citations
This study investigates automatic fake-news detection using Arabic headlines, leveraging five heterogeneous corpora and their unified combination, and proposes a late-fusion strategy coupling transformer representations with discriminative engineered features.
Eman Salamah Albtoush, Keng Gan, S. A. Alrababah· PLoS ONE· 0 citations
The proliferation of fake news on digital media platforms and online news portals is a majorproblem with information and public trust. With the widespread use of social media, misinformationhas spread at a rapid pace and it is becoming increasingly hard to tell the truth fromthe fiction. Most methods used for tradition...
Sahaya Sheeba Mangalam, R. Radha· THE SCIENTIFIC TEMPER· 0 citations
The rapid expansion of digital communication has made it increasingly difficult to distinguish reliable journalism from fabricated or deliberately misleading information. False stories, altered claims, and unsupported statements can circulate within seconds through websites, social-media platforms, and online discussio...
Asane Shubhangi Bhimraj and Dr H. B. Jadhav· International Journal of Adv...· 0 citations
What are the distinctive characteristics of misinformation sharers? So far, most studies have focused on the U.S., a two-party system with a highly polarized media landscape, leaving open the question of what misinformation sharers look like in other socio-political contexts. Research has also prioritized testing causa...
M. Berriche, Jean-Philippe Cointet, Anne-Sophie Hacquin et al.· Journal of Quantitative Desc...· 0 citations
The aim of this study is to identify the key features that characterize fake news as a media product and the fundamental intentions underlying fake media content. The study draws a distinction between newspaper hoaxes, rumors, and fake news according to such criteria as their sphere of circulation, form of communicatio...
N. Panchenko· Philology. Theory & Prac...· 0 citations
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