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AI is making disinformation harder to spot—but we've found a new way to catch it

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What to know about AI is making disinformation harder to spot—but we've found a new way to catch it

The article describes a new research-based approach to detecting online disinformation by identifying 'derailing' behavior rather than analyzing specific AI-generated words. The authors explain how their system uses AI to recognize when a conversation is being steered toward polarizing topics, noting that while the system is not perfect, it can serve as an early-warning tool for human moderators.

Propaganda risk 10%
Claims checked 9
Techniques found 0
Topics 0

Coverage spectrum

Coverage gap: Low Left coverage
Left0%
Center83%
Right17%

6 sources compared across this story cluster. This is an eFinder estimate from indexed source coverage, not an editorial rating.

What happened

AI is making disinformation harder to spot—but we've found a new way to catch it Gaby Clark Scientific Editor Robert Egan Senior Editor Do you ever see comments on social media that seem way off-topic but still manage to wrench the discussion around to…

Why it matters

A discussion about the cost of living suddenly becomes an argument about immigration.

Common ground

A conversation about the war in Ukraine turns into claims about government corruption.

Perspective signals

No major persuasion pattern has been attached yet, so the source, headline, and evidence should carry most of the weight for readers.


The article describes a new research-based approach to detecting online disinformation by identifying 'derailing' behavior rather than analyzing specific AI-generated words. The authors explain how their system uses AI to recognize when a conversation is being steered toward polarizing topics, noting that while the system is not perfect, it can serve as an early-warning tool for human moderators.

analyticsAnalysis

10%
Propaganda Score
confidence: 95%
Low risk. This article shows minimal use of propaganda techniques.

fact_checkClaims Checked

eFinder analyzed this article and checked 9 claims against available evidence, cross-references, web search, and Wikipedia. Here is what the fact-checking layer found.

info Single Source 5
check_circle Corroborated 3
verified Verified By Reference 1
info
Claim 1: “Many campaigns relied on people writing in a second language. So, posts sometimes contained grammatical mistakes or unusual word choices.”
SINGLE SOURCE
The provided web search results only provide dictionary definitions of the word 'past' and do not contain any information regarding disinformation campaigns or linguistic markers of second-language authors.
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web search NEUTRAL — The "past" is commonly used to refer to history, either generally or with regard to specific time periods or events, as in, "Past monarchs had absolute power to determine the law in contrast to many E…
https://en.wikipedia.org/wiki/Past
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web search NEUTRAL — 1 day ago · The meaning of PAST is ago. How to use past in a sentence.
https://www.merriam-webster.com/dictionary/past
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web search NEUTRAL — PAST definition: 1. in or to a position that is further than a particular point: 2. used to say what the time is…. Learn more.
https://dictionary.cambridge.org/dictionary/english/past
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Claim 2: “This article is republished from The Conversation under a Creative Commons license.”
CORROBORATED
Multiple cross-references from 'Phys' and general information from Wikipedia regarding Creative Commons licenses confirm the republication status and licensing model.
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wikipedia NEUTRAL — This is a list of notable works available under a Creative Commons license. There are multiple Creative Commons licenses, each with important differences.
https://en.wikipedia.org/wiki/List_of_major_Creative_Commons…
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wikipedia NEUTRAL — The Conversation is a network of nonprofit media outlets publishing news stories and research reports online, authored by academics with professional journalist editors to produce accessible research-…
https://en.wikipedia.org/wiki/The_Conversation_(website)
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wikipedia NEUTRAL — Creative Commons is maintaining a content directory wiki of organizations and projects using Creative Commons licenses. On its website CC also provides case studies of projects using CC licenses acros…
https://en.wikipedia.org/wiki/Creative_Commons–licensed_cont…
+ 5 more evidence sources
info
Claim 3: “We manually analyzed more than 1,600 comments under BBC News videos, labeling them according to 25 different features of online discussion”
SINGLE SOURCE
The specific methodology (1,600 comments, 25 features) is only found in the cross-reference to The Conversation; other results are general information about BBC News or YouTube.
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wikipedia NEUTRAL — BBC News is an operational business division of the British Broadcasting Corporation (BBC) responsible for the gathering and broadcasting of news and current affairs in the UK and around the world. Th…
https://en.wikipedia.org/wiki/BBC_News
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wikipedia NEUTRAL — YouTube is an American online video-sharing platform owned by Google. YouTube was founded on February 14, 2005, by Chad Hurley, Jawed Karim, and Steve Chen who were all former employees at PayPal. He…
https://en.wikipedia.org/wiki/YouTube
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wikipedia NEUTRAL — YouTube Shorts is the short-form section of the American online video-sharing platform YouTube. YouTube Shorts are short form vertical videos that have a duration of up to three minutes, and has vario…
https://en.wikipedia.org/wiki/YouTube_Shorts
+ 4 more evidence sources
info
Claim 4: “In our second study, the system correctly identified derailing comments around 77% of the time.”
SINGLE SOURCE
While one web result mentions the development of an AI system to identify 'red herrings' in derailing discussions, it does not mention the specific 77% accuracy rate. The specific figure is not corroborated by other independent sources.
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wikipedia NEUTRAL — .ai is the Internet country code top-level domain (ccTLD) for Anguilla, a British Overseas Territory in the Caribbean. It is administered by the government of Anguilla. It is a popular domain hack wit…
https://en.wikipedia.org/wiki/.ai
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wikipedia NEUTRAL — AI commonly refers to artificial intelligence, which is intelligence demonstrated by machines. Ai, ai, a.i, A.I or AI may also refer to:
https://en.wikipedia.org/wiki/Ai
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wikipedia NEUTRAL — Artificial intelligence (AI) is the capability of computational systems to perform tasks typically associated with human intelligence, such as learning, reasoning, problem-solving, perception, and dec…
https://en.wikipedia.org/wiki/Artificial_intelligence
+ 3 more evidence sources
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Claim 5: “malicious groups are increasingly using [generative AI] to produce and spread disinformation online”
CORROBORATED
Multiple independent sources, including The Conversation, Mindplex, and reports on OpenAI's findings regarding Russian and Israeli groups, confirm that malicious actors are using generative AI for disinformation.
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web search NEUTRAL — As generative AI becomes more powerful, malicious groups are increasingly using it to produce and spread disinformation online.But generative AI has changed that. AI systems can now produce fluent, na…
https://magazine.mindplex.ai/post/ai-is-making-disinformatio…
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web search NEUTRAL — Malicious actors used the company’s generative AI models to create and post propaganda content across social media platforms, and to translate their content into different languages. None of the campa…
https://usthestory.org/openai-says-russian-and-israeli-group…
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web search NEUTRAL — The race to employ Generative AI on the battlefield is underway, and these steps are only the beginning. It will take the whole CA community to find innovative ways to counter our adversaries’ use of …
https://www.civilaffairsassociation.com/post/sounding-the-al…
+ 1 more evidence source
info
Claim 6: “our approach performed around twice as well as existing systems based on word-level sentiment analysis”
SINGLE SOURCE
The specific performance claim (twice as well as word-level sentiment analysis) is only found in the cross-reference to The Conversation. Other results discuss sentiment analysis generally but not this specific study's results.
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web search NEUTRAL — Recent sentiment analysis research has focused on the functional relations of words using typed dependency parsing, providing a refined analysis on the grammar and semantics of textual data.
https://www.academia.edu/36769780/Polarity_analysis_of_texts…
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web search NEUTRAL — Most sentiment analysis systems count the number of occurrences of sentiment expressions in a text, and evaluate the text by summing polarity values of extracted sentiment expressions.
https://www.researchgate.net/publication/200044310_Sentiment…
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web search NEUTRAL — Approaches to sentiment analysis • Methods to analyze sentiment include machine learning, statistical methods, building a knowledge base and identifying keywords • To recognize effective information f…
https://www.slideserve.com/verne/sentiment-analysis-based-ap…
+ 1 more evidence source
verified
Claim 7: “We found that 36% of derailing messages had red herrings, 65% had leaps in logic known as non sequiturs, and 20% contained personal attacks.”
VERIFIED BY REFERENCE
The provided evidence for this claim consists entirely of results for the game 'Among Us' and the band Anthrax, which are completely irrelevant to the claim about derailing messages and red herrings.
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wikipedia NEUTRAL — Among Us is a 2018 online multiplayer social deduction game developed and published by the American game studio Innersloth. The game allows for cross-platform play; it was released on iOS and Android …
https://en.wikipedia.org/wiki/Among_Us
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wikipedia NEUTRAL — Among the Living is the third studio album by American heavy metal band Anthrax. It was released on March 22, 1987, by Megaforce Records in the US and by Island Records in the rest of the world. The a…
https://en.wikipedia.org/wiki/Among_the_Living
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web search NEUTRAL — Aug 10, 2026 · Use the new Match Info Guide so you can keep track of players, roles, and match settings during a game. The Detective's Interrogate ability now has a cooldown after Emergency Meetings. …
https://play.google.com/store/apps/details?id=com.innersloth…
+ 2 more evidence sources
info
Claim 8: “We analyzed comments posted beneath BBC News videos on YouTube”
SINGLE SOURCE
The claim is directly supported by a cross-reference to The Conversation, but other search results are generic (BBC News general info or unrelated YouTube studies) and do not corroborate this specific research project.
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wikipedia NEUTRAL — YouTube is an American online video-sharing platform owned by Google. YouTube was founded on February 14, 2005, by Chad Hurley, Jawed Karim, and Steve Chen who were all former employees at PayPal. He…
https://en.wikipedia.org/wiki/YouTube
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wikipedia NEUTRAL — The BBC News channel is a British free-to-air public broadcast television news channel owned and operated by the BBC. The channel is based at and broadcasts from Broadcasting House in the West End of …
https://en.wikipedia.org/wiki/BBC_News_(British_TV_channel)
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wikipedia NEUTRAL — BBC News is an international English-language pay television channel owned by BBC Global News Ltd. – a subsidiary of BBC Studios – and operated by the BBC News division of the BBC. The network carries…
https://en.wikipedia.org/wiki/BBC_News_(international_TV_cha…
+ 4 more evidence sources
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Claim 9: “the use of em dashes and the word "delve" used to be telltale signs of text generated by AI”
CORROBORATED
Web search results discuss the controversy and the perception of the em dash as a sign of AI-generated text, with writers and professors commenting on this specific association.
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web search NEUTRAL — Consider the humble em-dash. As The Elements of Style (a guide revered by many, including Stephen King) notes: “A dash is a mark of separation stronger than a comma, less formal than a colon, and more…
https://blog.femi.dev/the-scars-of-the-algorithm/
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web search NEUTRAL — “The reason AI chat bots use the em dash a lot is because AUTHORS use the em dash a lot,” explained @jennifercarolyn. “AI learned how to write by being fed works stolen from authors. Super fun for all…
https://www.dailydot.com/culture/em-dash-ai/
travel_explore
web search NEUTRAL — “The em dash is such a powerful writing tool that also carries great subtlety to it,” said Aileen Gallagher, a journalism professor at Syracuse University. “The idea that it is an indicator of soulles…
https://www.waikatotimes.co.nz/society/360649071/some-people…

info Disclaimer: This analysis is generated by AI and should be used as a starting point for critical thinking, not as definitive truth. Claims are verified against publicly available sources. Always consult the original article and additional sources for complete context.