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Exploring Health Misinformation Detection with Multi-Agent Debate

arXiv.org Artificial Intelligence

Fact-checking health-related claims has become increasingly critical as misinformation proliferates online. Effective verification requires both the retrieval of high-quality evidence and rigorous reasoning processes. In this paper, we propose a two-stage framework for health misinformation detection: Agreement Score Prediction followed by Multi-Agent Debate. In the first stage, we employ large language models (LLMs) to independently evaluate retrieved articles and compute an aggregated agreement score that reflects the overall evidence stance. When this score indicates insufficient consensus-falling below a predefined threshold-the system proceeds to a second stage. Multiple agents engage in structured debate to synthesize conflicting evidence and generate well-reasoned verdicts with explicit justifications. Experimental results demonstrate that our two-stage approach achieves superior performance compared to baseline methods, highlighting the value of combining automated scoring with collaborative reasoning for complex verification tasks.


'Waymo problems': Man jumps into trunk of driverless taxi in L.A., gets stuck and is removed by police

Los Angeles Times

Things to Do in L.A. Tap to enable a layout that focuses on the article. 'Waymo problems': Man jumps into trunk of driverless taxi in L.A., gets stuck and is removed by police This is read by an automated voice. Please report any issues or inconsistencies here . A man hopped into the open trunk of a Waymo in L.A. only to get stuck inside. Police removed the man after the next Waymo passenger discovered him in the trunk.


Top 5 moments: Noem clashes with Dems in fiery hearing as drones, deportations erupt into flashpoints

FOX News

This material may not be published, broadcast, rewritten, or redistributed. Quotes displayed in real-time or delayed by at least 15 minutes. Market data provided by Factset . Powered and implemented by FactSet Digital Solutions . Mutual Fund and ETF data provided by Refinitiv Lipper .


Trump says every AI plant being built in US will be self-sustaining with their own electricity

FOX News

This material may not be published, broadcast, rewritten, or redistributed. Quotes displayed in real-time or delayed by at least 15 minutes. Market data provided by Factset . Powered and implemented by FactSet Digital Solutions . Mutual Fund and ETF data provided by Refinitiv Lipper .


Disney wants you to AI-generate yourself into your favorite Marvel movie

The Guardian

Users of OpenAI's video generation app will soon be able to see their own faces alongside characters from Marvel, Pixar, Star Wars and Disney's animated films, according to a joint announcement from the startup and Disney on Thursday. Perhaps you, Lightning McQueen and Iron Man are all dancing together in the Mos Eisley Cantina. Sora is an app made by OpenAI, the firm behind ChatGPT, which allows users to generate videos of up to 20 seconds through short text prompts. Disney announced that it would invest $1bn in OpenAI and, under a three-year deal perhaps worth even more than that large sum, that it would license about 200 of its iconic characters - from R2-D2 to Stitch - for users to play with in OpenAI's video generation app. Examples of content generated by OpenAI's Sora with Disney properties.


Malicious browser extensions hit 4.3M users

FOX News

Security researchers reveal how 145 browser extensions across Chrome and Edge stores were secretly updated with malicious code to steal user data and hijack searches.


Disney's deal with OpenAI is about controlling the future of copyright

Engadget

It's no accident the company picked a partner it could control. This morning Disney and OpenAI announced a three-year licensing agreement: Starting in 2026, ChatGPT and Sora can generate images and videos incorporating Disney IP, including more than 200 characters from the company's stable of Star Wars, Pixar and Marvel brands. To say these companies make for strange bedfellows is an understatement. Before OpenAI released Sora, the company reportedly notified studios and talent agencies they would need to opt out of having their work appear in the new app. The law effectively froze the advancement of the public domain in the United States, with Disney being the greatest beneficiary. On the face of it, it's unclear OpenAI is getting much value out of the deal.


'47 Ronin' director found guilty of defrauding Netflix out of 11 million

Engadget

'47 Ronin' director found guilty of defrauding Netflix out of $11 million Carl Rinsch faces up to 90 years in prison. A director who was charged with defrauding Netflix out of millions of dollars has been found guilty, reports . Carl Rinsch, director of the 2013 Keanu Reeves movie, now faces up to 90 years in prison. Rinsch began filming the project, (later renamed), around 2017. (Its premise: A scientist creates an organic humanoid species that turns on its creators.) The director completed six short-form episodes with his own money and investor funds.


Google's new Call Reason feature marks calls as urgent

FOX News

Android users can now access Google's beta Call Reason feature in Phone by Google app to add urgent labels to calls for better communication context.