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IDO: Incongruity-aware Distribution Optimization for Multimodal Fake News Detection

arXiv:2606.03418v1 Announce Type: new Abstract: Multimodal fake news detection aims to identify the authenticity of news. Existing multimodal fake news detection methods mainly focus on cross-modal consistency, but often fail to explicitly model the semantic incongruity that characterizes deceptive multimodal content. However, misinformation often contains semantic information incongruity with the facts.

arXiv CS 7d ago

The lucrative market behind viral fake news

The lucrative market behind viral fake news Public debate is increasingly disrupted by viral misinformation circulating on social media. Behind this sensationalist content regularly lie actors driven by pure profit. To truly understand the spread of online misinformation, author and academic Carlos Diaz Ruiz suggests it must be analysed as the outcome of a market system in its own right.

France 24 8d ago

PoK ‘abuses’: India seeks accountability, slams fake news; urges global action

Government slammed Pakistan for fake news blaming India for the ongoing violent protests in POK, urging the international community to hold Pakistan accountable for its “misdeeds and abuses”. The ministry of external affairs said it had taken note of a pattern of fake news and videos emanating from Pakistan. “It is a desperate attempt by Pakistan to cover-up its own failings and deflect attention away from its human rights abuses.

Times of India 19h ago

Cross-Prompt Generalization in Detecting AI-Generated Fake News Using Interpretable Linguistic Features

new Abstract: The increasing use of large language models has raised concerns about the spread of AI-generated fake news, particularly under varying prompting strategies. Most existing detection models are trained and evaluated under a single generation setting, leaving their ability to generalize across unseen prompts unclear. In this study, we investigate cross-prompt generalization in fake news detection using three datasets of AI-generated articles produced under distinct prompts,...

arXiv CS 6d ago

Tehran calls reports of US talks 'fake news'

The speaker of Iran's parliament has said no negotiations have taken place with the United States, contradicting President Trump's announcement that talks were ongoing. Mohammad Bagher Ghalibaf said ''fake news'' was being used to manipulate the financial and oil markets. Also: a special report on the increase in Israeli settler attacks in the occupied West Bank.

BBC Global News Podcast 78d ago

Social media groups are fuelling misinformation in local communities, think tank warns

Social media groups are fuelling misinformation in local communities, think tank warns There is around three times more misinformation being spread in areas with limited local news outlets - Bookmark - CommentsGo to comments Local communities are becoming increasingly vulnerable to misinformation because social media groups spread fake news, a think tank has found. Areas where there is a lack of reliable news sources are far more susceptible to online misinformation, according to a report...

The Independent UK 2d ago

If Winning Is Everything, Is Anything Off Limits?

The “fake news” revolution is in full swing.

New York Times 1d ago

‘Killer of trust’: social media groups fuel misinformation in UK, report finds

Investigation reveals more than 4.4 million people live in ‘news deserts’ that lack dedicated local reportingLocal social media groups are fuelling misinformation in areas with no reliable sources of news, according to an investigation that reveals the scale of fake news flowing to vulnerable communities across Britain. Misinformation was nearly three times more common in areas with little or no recognised local journalism, according to a study of tens of thousands of posts seen by the...

The Guardian Politics 2d ago

‘Killer of trust’: social media groups fuel misinformation in UK, report finds

Investigation reveals more than 4.4 million people live in ‘news deserts’ that lack dedicated local reportingLocal social media groups are fuelling misinformation in areas with no reliable sources of news, according to an investigation that reveals the scale of fake news flowing to vulnerable communities across Britain. Misinformation was nearly three times more common in areas with little or no recognised local journalism, according to a study of tens of thousands of posts seen by the...

The Guardian World 2d ago

‘Disgraceful’: Egypt jails activist Douma after article on Egypt’s prisons

‘Disgraceful’: Egypt jails activist Douma after article on its prisons Egyptian activist Ahmed Douma, a leading figure in the 2011 uprising, has been repeatedly interrogated, charged and released on bail since the pardon. An Egyptian court has sentenced prominent activist and poet Ahmed Douma to one year of prison with labour for “spreading fake news”, according to state media Akhbar al-Youm. The sentence on Wednesday comes nearly three years after the former political prisoner was freed by...

Al Jazeera 7d ago