-
Brazil's Lula urges tariffs resolution in call with Trump
-
A-Rod ups T-Wolves stake in $4.5bn ownership change
-
Ukraine says 'cynical' Russian strike on shopping centre killed 14
-
UK court orders Prince Harry, others to pay Daily Mail initial £9.5mn
-
Heatwave-hit Europe logs over 30,000 excess summer deaths: first figures
-
'Grateful' ex-world champion Alaphilippe retires from cycling
-
Give LIV Golf 'one more shot,' says DeChambeau
-
US, Canada work to wrap up trade deal ahead of looming deadline
-
Duplantis hits the high notes for athletics anthem
-
Malaysia's JDT claim unbeaten run world record
-
Malaysia's JDT claims unbeaten run world record
-
At least 2 teens seriously wounded in sword attack at Swedish school
-
Bolivian economy minister fired after Congress vote
-
Popular forest near Paris to reopen after wildfire
-
Russell roars to Dutch GP sprint pole, Antonelli fifth
-
UN holds second informal poll of secretary-general candidates
-
Russell takes pole for Dutch GP sprint
-
Shakhtar Donetsk to play Champions League home games at Chelsea
-
England start life after Bazball with rout of Pakistan
-
Arsenal sign Villa centre-back Konsa as champions bolster defence
-
'Duck run' pest control catching on in S.Africa's winelands
-
The 'hedgehogs' leading Poland's defences on Russian border
-
UK, Canada, Australia slam Israel ending probe into aid worker killings
-
England thrash Pakistan by an innings and 103 runs in first Test
-
Spurs spending spree vital to raise standards: De Zerbi
-
Fury says Joshua fight 'doesn't look like it's going to happen'
-
US, Canada try to wrap up trade deal before latest Trump deadline
-
Argentina's Paredes suspended 10 matches by FIFA for World Cup fight
-
World No.1 Sinner withdraws from US Open with knee injury
-
Watkins and Martinez could join Villa exodus says Emery
-
Judge allows UK rugby brain injury court case to continue to trial
-
UK court orders Prince Harry, others to pay Daily Mail £9.5mn
-
Trump announces temporary tariff relief on ground beef imports
-
Aligned Launches $ALIGN, the Native Token of Its Full Ethereum Stack
-
Pope to visit San Marino, address Italian political event
-
Bitcoin jumps, stocks bounce as traders weigh US Treasury action
-
All Blacks just as good as Springboks, says captain Savea
-
Man City boss Maresca hit with Doku injury blow
-
Romania holding suspected 'low-level agent' after pistols found near Berlin: Germany
-
Iraola wants to sign wingers to boost Liverpool's attacking options
-
UK forecasts 'biggest' El Nino will smash records, spark hottest year
-
Maresca needs time to succeed after 'big changes' at Man City
-
Cyclist Alaphilippe attracts tributes as reports say he has quit
-
Meghan faces difficult return to the UK
-
Top-ranked An, holder Yamaguchi reach badminton worlds semi-finals
-
Archer double strengthens England's grip on first Test against Pakistan
-
Iran president says time to end war while in position of strength
-
MEXC Lists Ondo Tokenized Stock Moderna (MRNAON), Expanding Access to U.S. Biotech Exposure
-
Antonelli fastest in sole Dutch GP practice session
-
Japan axes Netflix collaboration after outcry over dating show
'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