Twitter launches crowd-sourced fact-checking project

San Francisco-based Twitter said it is trying to ensure that Birdwatch has a diverse range of perspectives and participants. (Screenshot)
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Updated 26 January 2021
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Twitter launches crowd-sourced fact-checking project

  • Twitter said it wants both experts and non-experts to write Birdwatch notes
  • Birdwatch will not replace other labels and fact checks Twitter currently uses

SAN FRANCISCO: Twitter is enlisting its users to help combat misinformation on its service by flagging and notating misleading and false tweets.
The pilot program unveiled Monday, called Birdwatch, allows a preselected group of users — for now, only in the US — who sign up through Twitter. Those who want to sign up must have a US-based phone carrier, verified email and phone number, and no recent Twitter rule violations.
Twitter said it wants both experts and non-experts to write Birdwatch notes. It cited Wikipedia as a site that thrives with non-expert contributions.
“In concept testing, we’ve seen non-experts write concise, helpful and easy-to-understand notes, often citing valuable expert sources,” the company wrote in a blog post.
Twitter, along with other social media companies, has been grappling how best to combat misinformation on its service. Despite tightened rules and enforcement, falsehoods about the US presidential election and the coronavirus continue to spread.
But if the effort is to work, Twitter will have to anticipate misuse and bad actors trying to game the system to their advantage.
To help weed out unhelpful or troll-created notes, for instance, Twitter plans to attach a “helpfulness score” to each one and will label helpful ones “currently rated helpful.”
The company said Birdwatch will not replace other labels and fact checks Twitter currently uses — primarily for election and COVID-19-related misinformation and misleading posts.
The program will start with 1,000 users and eventually expand beyond the US
San Francisco-based Twitter said it is trying to ensure that Birdwatch has a diverse range of perspectives and participants — an ongoing problem at Wikipedia, where many of the contributors and editors are white men.
“If we have more applicants than pilot slots, we will randomly admit accounts, prioritizing accounts that tend to follow and engage with different audiences and content than those of existing participants,” Twitter wrote.


Eurovision Sport, Camb.ai to provide live subtitling for Paralympic Winter Games

Updated 06 March 2026
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Eurovision Sport, Camb.ai to provide live subtitling for Paralympic Winter Games

  • Partnership aims to increase accessibility for all audiences
  • Milano Cortina Games run from Friday to March 15

LONDON: Eurovision Sport, the European Broadcasting Union’s free-to-air streaming platform, will provide live and on-demand subtitling for coverage of the Milano Cortina 2026 Paralympic Winter Games in partnership with AI language company Camb.ai

The service will run across all competition days, allowing viewers to stream all six Paralympic Winter Games sports on Eurovision Sport with real-time subtitles. The Games open on Friday and run through March 15.

Camb.ai will supply contextual speech-to-text transcription for both live and catch-up coverage, which the organizers said would support accessibility without altering the editorial integrity of broadcasts.

Eurovision Sport Managing Director Alan Fagan said the aim was to make the Games available to “the widest possible audience,” by scaling up digital accessibility across every event on the platform.

The initiative forms part of the EBU’s most extensive digital coverage of a Paralympic Winter Games to date and complements member broadcasters’ linear output.

It also reflects a wider industry push to make live sport easier to follow for viewers watching without sound, people with hearing impairments and audiences consuming content on demand.

Camb.ai’s Chief Technology Officer Akshat Prakash said the company was proud to deepen its partnership with Eurovision Sport, describing the platform as a leader in applying new technology to sports coverage.

The two organizations began working together in 2024, when they delivered what they described as Europe’s first AI-powered real-time translated sports commentary during European Athletics events.