#FactCheck - Viral image circulating on social media depicts a natural optical illusion from Epirus, Greece.

Introduction

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Misinformation is no longer a challenge limited to major global platforms or widely spoken languages. In India and many other countries, false information is increasingly disseminated through local and vernacular languages, allowing it to reach communities more directly and intimately. While regional language content has played a crucial role in expanding access to information, it has also emerged as a powerful driver of misinformation by bad actors, and it often becomes harder to detect and counter. The challenge of local language misinformation is not merely digital in nature; it is deeply social, cultural, and shaped by specific local contexts.

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Why Local-Language Misinformation Is More Impactful

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A person’s mother tongue can be a highly effective medium for misinformation because it carries emotional resonance and a sense of authenticity. Information that aligns with an individual’s linguistic and cultural background is often trusted the most. When false narratives are framed using familiar expressions, local references, or community-specific concerns, they are more readily accepted and shared more widely.

Misinformation in a language like English, which is more heavily moderated, does not usually have the same impact as content in vernacular languages. In the latter case, such content tends to circulate within closed networks such as family WhatsApp groups, regional Facebook pages, local YouTube channels, and community forums. These spaces are often perceived as safe or trusted, which lowers scepticism and encourages the spread of unverified information.

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The Role of Digital Platforms and Algorithms

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Although social media platforms have opened up access to the content of regional languages, the moderation mechanisms have not kept up. The automated control systems for content are frequently trained mainly on the dominant languages, thus missing the detection of vernacular speech, slang, dialects, and code-mixing. 

This results in a disparity in the enforcement of laws where misinformation in local languages:

• Doesn’t go through automated fact-checking tools
• Is subject to human moderation takes place at a slower pace
• Is less prone to being reported or flagged
• Gains unrestrained access for a longer time period than first imagined

The problem is further magnified by algorithmic amplification. Content that triggers very strong emotional reactions fear, anger, pride, or outrage, has a higher chance of being promoted, irrespective of its truthfulness. In regional situations, such content may very quickly sway public opinion even in very closely knit communities.

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Forms of Vernacular Misinformation

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Local-language misinformation appears in various forms:

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• Health misinformation, with such examples as panic remedies, vaccine myths, and misleading medical prescriptions
• Political misinformation, which is mostly identified with regional identity, local grievances, or community narratives
• Rumours regarding disasters that are very hard to control and spread hatred during floods, earthquakes, or other public emergencies
• Economic and financial frauds that are perpetrated via the local dialect authorities or trusted institutions
• Cultural and religious untruths, which are based on exploiting the core of the beliefs

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The regional aspect of such misinformation makes it very difficult to be corrected because the fact-checks in other languages may not get to that audience.

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Community-Level Consequences

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The effect of misinformation in local languages is not only about the misdirection of individuals. It can also:

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• Negatively affect the process of public institutions gaining trust
• Support social polarisation and communal strife
• Get in the way of public health measures
• Help shape the decision-making process in elections at the grassroots level
• Take advantage of the digitally illiterate poor people

In a lot of scenarios, the damage done is not instant but rather accumulative, thus changing perceptions and supporting false worldviews more.

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Why Countering Vernacular Misinformation Is Difficult

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Multiple structural layers make it difficult to respond effectively:

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1. Variety of Languages: Just in India, there are many languages and dialects, which are very hard to monitor universally.
2. Culturally Aware Systems: The local languages sometimes bear meanings that are deeply rooted in the culture, such as by using sarcasm or referring to history, and automated systems are unable to interpret it correctly.
3. Reporting Not Common: Users might not spot misinformation or may not want to be a part of the struggle by showing the content shared by reliable members of the community.
4. Insufficient Fact-Checking Capacity: Resources are often unavailable for fact-checking organisations to perform their duties worldwide in different languages effectively.

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Building a Community-Centric Response

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Overcoming misinformation in local languages needs a community-driven resilience approach instead of a platform-centric one. Some of the key actions are: 

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• Boosting Digital Literacy: Users will be able to question, verify, and put the content on hold before sharing it, thanks to the regional language awareness campaigns that will be conducted.
• Facilitating Local Fact-Checkers: Local journalists, educators, and NGOs are the main players in providing the context for verification.
• Accountability of Platforms: It is necessary for technology companies to support global moderation in several languages, the hiring of local experts, and the implementation of transparent enforcement mechanisms.
• Contemplating Policy and Governance: Regulatory frameworks should facilitate proactive risk assessment while controlling the right to free expression.
• Establishment of Trusted Local Intermediaries: Community leaders, health workers, teachers, and local organisations can engage in preventing misinformation among the networks that they are trusted in.

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The Way Forward

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Misinformation in local languages is not a minor concern; it is an issue that directly affects the future of digital trust. As the number of users accessing the internet through local language interfaces continues to grow, the volume and influence of regional content will also increase. If measures do not include all language groups, misinformation will remain least corrected and most influential at the community level, where it is also the hardest to identify and address.

Such a problem exists only if the power of language is not recognised. Therefore, one can say that it is necessary to protect the quality of information in local languages, not only for digital safety but for other factors as well, such as social cohesion, democratic participation, and public well-being.

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Conclusion

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Vernacular content has the potential to be very powerful in the ways it can inform, include and empower; meanwhile, if it goes unmonitored, it has the same potential to mislead, divide, and harm. Mis-disinformation in local languages calls for the cooperation of platforms, regulators, NGOs, and the communities involved. To win over the digital ecosystem, it has to speak all languages, not only for communication but also for protection.

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References

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• https://www.mdpi.com/2304-6775/10/2/15
• https://afpr.in/regional-languages-shaping-indias-online-discourse/
• https://medium.com/@pratikgsalvi03/how-indias-misinformation-surge-and-media-credibility-crisis-are-undermining-democracy-public-dc8ad7be8e12
• https://projectshakti.in/
• https://journals.sagepub.com/doi/10.1177/02683962211037693
• https://rsisinternational.org/journals/ijriss/Digital-Library/volume-8-issue-11/505-518.pdf
• https://www.irjmets.com/upload_newfiles/irjmets71200016652/paper_file/irjmets71200016652.pdf

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Introduction

Meta is the leader in social media platforms and has been successful in having a widespread network of users and services across global cyberspace. The corporate house has been responsible for revolutionizing messaging and connectivity since 2004. The platform has brought people closer together in terms of connectivity, however, being one of the most popular platforms is an issue as well. Popular platforms are mostly used by cyber criminals to gain unauthorised data or create chatrooms to maintain anonymity and prevent tracking. These bad actors often operate under fake names or accounts so that they are not caught. The platforms like Facebook and Instagram have been often in the headlines as portals where cybercriminals were operating and committing crimes.

To keep the data of the netizen safe and secure Paytm under first of its kind service is offering customers protection against cyber fraud through an insurance policy available for fraudulent mobile transactions up to Rs 10,000 for a premium of Rs 30. The cover ‘Paytm Payment Protect’ is provided through a group insurance policy issued by HDFC Ergo. The company said that the plan is being offered to increase the trust in digital payments, which will push up adoption.

Meta’s Cybersecurity

Meta has one of the best cyber security in the world but that diest mean that it cannot be breached. The social media giant is the most vulnerable platform in cases of data breaches as various third parties are also involved. As seen the in the case of Cambridge Analytica, a huge chunk of user data was available to influence the users in terms of elections. Meta needs to be ahead of the curve to have a safe and secure platform, for this Meta has deployed various AI and ML driven crawlers and software which work o keeping the platform safe for its users and simultaneously figure out which accounts may be used by bad actors and further removes the criminal accounts. The same is also supported by the keen participation of the user in terms of the reporting mechanism. Meta-Cyber provides visibility of all OT activities, observes continuously the PLC and SCADA for changes and configuration, and checks the authorization and its levels. Meta is also running various penetration and bug bounty programs to reduce vulnerabilities in their systems and applications, these testers are paid heavily depending upon the scope of the vulnerability they found.

‍CyberRoot Risk Investigation

Social media giant Meta has taken down over 40 accounts operated by an Indian firm CyberRoot Risk Analysis, allegedly involved in hack-for-hire services along with this Meta has taken down 900 fraudulently run accounts, these accounts are said to be operated from China by an unknown entity. CyberRoot Risk Analysis was responsible for sharing malware over the platform and used it to impersonate themselves just as their targets, i.e lawyers, doctors, entrepreneurs, and industries like – cosmetic surgery, real estate, investment firms, pharmaceutical, private equity firms, and environmental and anti-corruption activists. They would get in touch with such personalities and then share malware hidden in files which would often lead to data breaches subsequently leading to different types of cybercrimes.

Meta and its team is working tirelessly to eradicate the influence of such bad actors from their platforms, use of AI and Ml based tools have increased exponentially.

‍Paytm CyberFraud Cover

Paytm is offering customers protection against cyber fraud through an insurance policy available for fraudulent mobile transactions up to Rs 10,000 for a premium of Rs 30. The cover ‘Paytm Payment Protect’ is provided through a group insurance policy issued by HDFC Ergo. The company said that the plan is being offered to increase the trust in digital payments, which will push up adoption. The insurance cover protects transactions made through UPI across all apps and wallets. The insurance coverage has been obtained by One97 Communications, which operates under the Paytm brand.

The exponential increase in the use of digital payments during the pandemic has made more people susceptible to cyber fraud. While UPI has all the digital safeguards in place, most UPI-related frauds are undertaken by confidence tricksters who get their victims to authorise a transaction by passing collect requests as payments. There are also many fraudsters collecting payments by pretending to be merchants. These types of frauds have resulted in a loss of more than Rs 63 crores in the previous financial year. The issue of data insurance is new to India but is indeed the need of the hour, majority of netizens are unaware of the value of their data and hence remain ignorant towards data protection, such steps will result in safer data management and protection mechanisms, thus safeguarding the Indian cyberspace.

Conclusion

cyberspace is at a critical juncture in terms of data protection and privacy, with new legislation coming out on the same we can expect new and stronger policies to prevent cybercrimes and cyber-attacks. The efforts by tech giants like Meta need to gain more speed in terms of the efficiency of cyber safety of the platform and the user to make sure that the future of the platforms remains secured strongly. The concept of data insurance needs to be shared with netizens to increase awareness about the subject. The initiative by Paytm will be a monumental initiative as this will encourage more platforms and banks to commit towards coverage for cyber crimes. With the increasing cases of cybercrimes, such financial coverage has come as a light of hope and security for the netizens.

Executive Summary:

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Recently, our team encountered a post on X (formerly Twitter) pretending Chandra Arya, a Member of Parliament of Canada is speaking in Kannada and this video surfaced after he filed his nomination for the much-coveted position of Prime Minister of Canada. The video has taken the internet by storm and is being discussed as much as words can be. In this report, we shall consider the legitimacy of the above claim by examining the content of the video, timing and verifying information from reliable sources.

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Claim:

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The viral video claims Chandra Arya spoke Kannada after filing his nomination for the Canadian Prime Minister position in 2025, after the resignation of Justin Trudeau.

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Fact Check:

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Upon receiving the video, we performed a reverse image search of the key frames extracted from the video, we found that the video has no connection to any nominations for the Canadian Prime Minister position.Instead, we found that it was an old video of his speech in the Canadian Parliament in 2022. Simultaneously, an old post from the X (Twitter) handle of Mr. Arya’s account was posted at 12:19 AM, May 20, 2022, which clarifies that the speech has no link with the PM Candidature post in the Canadian Parliament.

Further our research led us to a YouTube video posted on a verified channel of Hindustan Times dated 20th May 2022 with a caption -

“India-born Canadian MP Chandra Arya is winning hearts online after a video of his speech at the Canadian Parliament in Kannada went viral. Arya delivered a speech in his mother tongue - Kannada. Arya, who represents the electoral district of Nepean, Ontario, in the House of Commons, the lower house of Canada, tweeted a video of his address, saying Kannada is a beautiful language spoken by about five crore people. He said that this is the first time when Kannada is spoken in any Parliament outside India. Netizens including politicians have lauded Arya for the video.”

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Conclusion:

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The viral video claiming that Chandra Arya spoke in Kannada after filing his nomination for the Canadian Prime Minister position in 2025 is completely false. The video, dated May 2022, shows Chandra Arya delivering an address in Kannada in the Canadian Parliament, unrelated to any political nominations or events concerning the Prime Minister's post. This incident highlights the need for thorough fact-checking and verifying information from credible sources before sharing.

• Claim: Misleading Claim About Chandra Arya’s PM Candidacy
• Claimed on: X (Formerly Known As Twitter)‍
• Fact Check: False and Misleading