The study finds that more than 90 % of X community notes have never been published and “stuck in forgetfulness”.

The study by the American Democratic Democracy Institute (DDIA), which analyzed the entire public data group of 1.76 million notes published by x Between January 2021 and March 2025, it comes as Linda Yakarino Two years later.

The moderation model that the community-which is now adopted by the main technology platforms, including the Facebook owner Dead And Tiktok – Volunteers are allowed to contribute to notes that add context or corrections to the publications.

Then other users evaluate the proposed notes as “useful” or “unhelpful”. If the notes obtain “useful” classifications from a sufficient number of users who have various views, they will be published on X, and they appeared below the leaflets that were directly challenged.

“The vast majority of notes made – more than 90 percent – do not reach the audience.”

“For the program that is marketed quickly, capable of development and transparent, these numbers must raise serious concerns.”

Among the English notes, the publishing rate fell from 9.5 percent in 2023 to only 4.9 percent in early 2025, the study said.

She added that the notes in the Spanish language showed some growth, as the publishing rate increased from 3.6 percent to 7.1 percent during the same period.

There are still a large number of unpublished notes due to the lack of consensus between users during the classification.

Thousands of observations were also not seen, and may have never seen them and have never been evaluated, according to the report.

The study said: “With the growth of the notes made, the inner bottle of the system becomes clear- especially in the English language.”

“Despite the high number of shareholders who make notes, many notes are still in forgetting, invisible and non -residents by his shareholders, a crucial step to publish notes.”

“Wrong Information”

In a separate discovery, DDIA researchers identified that it was not a human account but a robot- dedicated to informing the encryption fraud- as a prolific production contribution to the program in English, where more than 43,000 notes made between 2021 and March 2025.

However, only 3.1 percent of these observations have been broadcast, indicating that most of them were unprecedented or failed to obtain consensus, according to the report.

The study also noted that the time it takes to note is that the observation directly has improved over the years, as it decreased from more than 100 days in 2022 to 14 days in 2025.

“Even this faster timeline is very slow for the reality of the wrong viral information, the toxic content in time, or just errors about the events in the actual time, which spread within hours, not weeks,” the DDIA report said.

The results are important because technology platforms are increasingly viewing the model that society drives as an alternative to the breaking of professional facts, which has accused conservative defenders in countries such as the United States for a long time of liberal bias.

Studies have shown that societal notes can waste some lies such as the wrong information of the vaccine, but researchers have long warned that it has been working better for topics where there is a wide consensus.

Some researchers also warned that society societies can stimulate partisan motives and tend to target their political opponents.

X made community notes during the Yaccarino state, which said on Wednesday that she decided to step down after leading the company through a major shift.

No reason was given to her exit, but the resignation came at a time when the independence of Musk Chatbot sparked a gunfire via the Internet on its anti -Semitic comments that Adolf Hitler praised and insulting Islam in separate posts on X.