-
Stocks fall as tech valuation fears stoke volatility
-
US Olympic body backs LA28 leadership amid Wasserman scandal
-
Gnabry extends Bayern Munich deal until 2028
-
England captain Stokes suffers facial injury after being hit by ball
-
Italy captain Lamaro amongst trio set for 50th caps against Scotland
-
Piastri plays down McLaren rivalry with champion Norris
-
ECB holds interest rates as strong euro causes jitters
-
Spain, Portugal face floods and chaos after deadly new storm
-
EU close to sealing trade deal with Australia
-
German Cup final to stay in Berlin until 2030
-
What does Iran want from talks with the US?
-
Taming the lion: Olympians take on Bormio's terrifying Stelvio piste
-
Wind turbine maker Vestas sees record revenue in 2025
-
Italy's Casse tops second Olympic downhill training
-
Anti-doping boss 'uncomfortable' with Valieva's coach at Olympics
-
Bitcoin under $70,000 for first time since Trump's election
-
'I am sorry,' embattled UK PM tells Epstein victims
-
England's Brook predicts record 300-plus scores at T20 World Cup
-
Ukraine, Russia swap prisoners, US says 'work remains' to end war
-
Wales' Rees-Zammit at full-back for Six Nations return against England
-
Sad horses and Draco Malfoy: China's unexpected Lunar New Year trends
-
Hong Kong students dissolve pro-democracy group under 'severe' pressure
-
Germany claws back 59 mn euros from Amazon over price controls
-
Germany claws back 70 mn euros from Amazon over price controls
-
VW and Stellantis urge help to keep carmaking in Europe
-
Stock markets drop amid tech concerns before rate calls
-
BBVA posts record profit after failed Sabadell takeover
-
UN human rights agency in 'survival mode': chief
-
Greenpeace slams fossil fuel sponsors for Winter Olympics
-
Greenpeace slams fossel fuel sponsors for Winter Olympics
-
Kinghorn, Van der Merwe dropped by Scotland for Six Nations opener
-
Russia says thwarted smuggling of giant meteorite to UK
-
Salt war heats up in ice-glazed Berlin
-
Liverpool in 'good place' for years to come, says Slot
-
Heathrow still Europe's busiest airport, but Istanbul gaining fast
-
Highest storm alert lifted in Spain, one woman missing
-
Shell profits climb despite falling oil prices
-
Pakistan will seek govt nod in potential India T20 finals clash
-
China shuns calls to enter nuclear talks after US-Russia treaty lapses
-
German factory orders rise at fastest rate in 2 years in December
-
Nigeria president deploys army after new massacre
-
Ukraine, Russia, US start second day of war talks
-
Nepal's youth lead the charge in the upcoming election
-
Sony hikes forecasts even as PlayStation falters
-
Rijksmuseum puts the spotlight on Roman poet's epic
-
Trump fuels EU push to cut cord with US tech
-
Fearless talent: Five young players to watch at the T20 World Cup
-
India favourites as T20 World Cup to begin after chaotic build-up
-
Voter swings raise midterm alarm bells for Trump's Republicans
-
Australia dodges call for arrest of visiting Israel president
'Stuck in limbo': Over 90% of X's Community Notes unpublished, study says
More than 90 percent of X's Community Notes -- a crowd-sourced verification system popularized by Elon Musk's platform -- are never published, a study said Wednesday, highlighting major limits in its effectiveness as a debunking tool.
The study by the Digital Democracy Institute of the Americas (DDIA), which analyzed the entire public dataset of 1.76 million notes published by X between January 2021 and March 2025, comes as the platform's CEO Linda Yaccarino resigned after two years at the helm.
The community-driven moderation model -- now embraced by major tech platforms including Facebook-owner Meta and TikTok -- allows volunteers to contribute notes that add context or corrections to posts.
Other users then rate the proposed notes as "helpful" or "not helpful." If the notes get "helpful" ratings from enough users with diverse perspectives, they are published on X, appearing right below the challenged posts.
"The vast majority of submitted notes -- more than 90 percent -- never reach the public," DDIA's study said.
"For a program marketed as fast, scalable, and transparent, these figures should raise serious concerns."
Among English notes, the publication rate dropped from 9.5 percent in 2023 to just 4.9 percent in early 2025, the study said.
Spanish-language notes, however, showed some growth, with the publication rate rising from 3.6 percent to 7.1 percent over the same period, it added.
A vast number of notes remain unpublished due to lack of consensus among users during rating.
Thousands of notes also go unrated, possibly never seen and never assessed, according to the report.
"As the volume of notes submitted grows, the system's internal visibility bottleneck becomes more apparent –- especially in English," the study said.
"Despite a rising number of contributors submitting notes, many notes remain stuck in limbo, unseen and unevaluated by fellow contributors, a crucial step for notes to be published."
- 'Viral misinformation' -
In a separate finding, DDIA's researchers identified not a human but a bot-like account -- dedicated to flagging crypto scams –- as the most prolific contributor to the program in English, submitting more than 43,000 notes between 2021 and March 2025.
However, only 3.1 percent of those notes went live, suggesting most went unseen or failed to gain consensus, the report said.
The study also noted that the time it takes for a note to go live had improved over the years, dropping from an average of more than 100 days in 2022 to 14 days in 2025.
"Even this faster timeline is far too slow for the reality of viral misinformation, timely toxic content, or simply errors about real-time events, which spread within hours, not weeks," DDIA's report said.
The findings are significant as tech platforms increasingly view the community-driven model as an alternative to professional fact-checking, which conservative advocates in countries such as the United States have long accused of a liberal bias.
Studies have shown Community Notes can work to dispel some falsehoods such as vaccine misinformation, but researchers have long cautioned that it works best for topics where there is broad consensus.
Some researchers have also cautioned that Community Notes users can be motivated by partisan motives and tend to target their political opponents.
X introduced Community Notes during the tenure of Yaccarino, who said on Wednesday that she had decided to step down after leading the company through a major transformation.
No reason was given for her exit, but the resignation came as Musk's artificial intelligence chatbot Grok triggered an online firestorm over its anti-Semitic comments that praised Adolf Hitler and insulted Islam in separate posts on X.
Y.Shaath--SF-PST