![]() Logo of Community Notes on X | |
![]() Rating a Community Note on X | |
Other names | Birdwatch |
---|---|
Original author(s) | Twitter, Inc. |
Developer(s) | X Corp. |
Initial release | January 25, 2021 |
Repository | https://github.com/twitter/communitynotes |
Written in | Python |
Platform | X |
Type | |
License | Apache-2.0 license |
Website | https://communitynotes.x.com/guide |
Community Notes, formerly Birdwatch, is a feature on X (formerly Twitter) where contributors can "add context" in order to provide fact-checks, under a post, image or video.[1][2][3][4] The program launched in 2021[5] with Community Notes becoming widespread on X in 2023.[6] As of November, it has expanded to over 50 countries,[6] approximately 133,000 contributors.[7] Notes are seen by up to 5% of the readers of the content they are attached to,[8] amounting to tens of millions of views per day.[9] It has been described as a community-driven content moderation program,[10] in order to provide helpful and informative context,[2] based on a crowd-sourced fact-checking system.[11] It has been considered as an attempt to debunk propaganda and misinformation[12] and as a replacement for Trust and Safety staff,[13] although former head of the department, Yoel Roth, states this was never the intention.[9]
Initially shown to U.S. users only, notes were popularized in March 2022 over misinformation in the Russian invasion of Ukraine followed by COVID-19 misinformation in October,[14][15] Birdwatch was then rebranded and expanded in November 2022.[16] Community Notes are published by an algorithm not based on "majority rule", but instead agreement from users who have previously disagreed. Notes are rated based on their helpfulness and applied to potentially misleading content.[17][18][19] Posts receiving notes on X are no longer eligible for ad revenue[20][21] and users are no longer able to report misleading content.[22]
Elon Musk, the owner of X, considers the program as a "game changer for combating wrong information"[2][17] and having "incredible potential for improving information accuracy".[9] He has also claimed the system has been manipulated by state actors.[23][24] Critics have highlighted how it has spread disinformation and is vulnerable to manipulation.[18][25] The program has also been inconsistent in its application of notes and combating of misinformation, especially from the 2023 Israel-Hamas war.[lower-alpha 1] X states that the program is having a "significant impact on tackling disinformation on the platform".[9]
History
![](../I/Birdwatch_Logo.svg.png.webp)
In August 2020, development of Birdwatch was announced, initially described as a moderation tool.[12] Twitter first launched the Birdwatch program in January 2021, intended as a way to debunk misinformation, with a pilot program of 1,000 contributors,[5] weeks after the January 6 United States Capitol attack.[9] The aim was to "build Birdwatch in the open, and have it shaped by the Twitter community." In November 2021, Twitter updated the Birdwatch moderation tool to limit the visibility of contributors' identities by creating aliases for their accounts, in an attempt to limit bias towards the author of notes.[5][26]
Twitter then expanded access to notes made by the Birdwatch contributors in March 2022, giving a randomized set of US users the ability to view notes attached to tweets and rate them.[27] On average, contributors were noting 43 times a day in 2022 prior to the Russian invasion of Ukraine, according to analysis from The Washington Post. This then increased to 156 on the day of the invasion, but was considered to be a very small portion of the misleading posts on the platform. By March 1, only 359 of 10,000 contributors had proposed notes in 2022, while a Twitter spokeswoman described plans to scale up the program, with the focus on "ensuring that Birdwatch is something people find helpful and can help inform understanding".[28][29]
By September 2022, the program had expanded to 15,000 users.[30] In October 2022 The Verge found that the most commonly published notes were related to COVID-19 misinformation based on historical usage.[15] In November 2022, at the request of new owner Elon Musk, Birdwatch was rebranded to Community Notes, taking an open-source approach to deal with misinformation,[16] and expanded to Europe and countries outside of the US.[31][6][17]
Community Notes was then extended to include notes on misleading images in May 2023[19] and in September 2023 further extended to videos, but only for a group of power-users referred to as "Top Writers".[4] Twitter subsequently ended the ability to report misleading posts, instead relying exclusively on Community Notes,[22] with contributors proposing over 21,200 notes on the platform.[32] In October 2023 the program was updated for notes to appear faster on the platform, described as a "massive speed improvement" by X, as well as scaled to send notifications to users who had interacted with the posts.[33] Elon Musk further announced that posts "corrected" by Community Notes would no longer be eligible for ad revenue in order to "maximize the incentive for accuracy over sensationalism" and in order to discourage the spread of misinformation and disinformation on the platform. The move was criticised by some users and applauded by others.[20][21][11]
Operation
![](../I/Community_Notes_Algorithms.png.webp)
A Community Note is automatically published once enough contributors "who have disagreed in the past" have agreed on whether to publish it.[17] The program prioritises notes that receives ratings from a "diverse range of perspectives",[7] rather than be based on majority rule,[18] by an open-source algorithm described as "insanely complicated".[7][35] For a note to be published, a contributor must first propose a note under a tweet.[17] The program assigns different values to contributor's ratings, categorising users with similar rating histories as a form of "opinion classification", determined by a vague alignment with the left and right-wing political spectrum. The machine-learning algorithm requires ratings from both sides of the spectrum in order to publish notes, that can have the intended effect of decreasing interaction with such content.[35][36]
Contributors are volunteers with access to an interface from which they have the ability to monitor tweets and replies that may be misleading.[17][5][37] Notes in need of ratings by contributors are located under a “Needs your help” section of the interface. Other contributors then give their opinion on the usefulness and sincerity of the note, identifying notes as "Helpful" or "Not Helpful".[17][10] The contributor gets points if their note is validated,[38][17] known as "Rating Impact", that reflects how helpful a contributors' ratings have been. A contributor unlocks the ability to write notes once they have a "Rating Impact" of at least 5.[10][39][40] Any registered X user with an account older than 6 months can apply to become a contributor, provided they supply a mobile number, the user agrees to abide by the Community Notes guidelines,[7][41] and the user hasn't broken any X rules recently.[32] Users on the platform can additionally vote on whether they find the note helpful or not.[2]
![](../I/ElonMuskCommunityNote.jpg.webp)
Since 2023, Community Notes are often attached to shared articles missing context, misleading advertisements or political tweets with false arguments,[6] from content receiving widespread attention.[42] Community Notes have appeared on posts by government accounts and various politicians; the White House,[1][42][43] U.S. President Joe Biden,[44] UK Prime Minister Rishi Sunak,[45] former U.S. speakers of the House,[46] U.S. representatives,[47] U.S. senators,[48][49] Australian ministers,[50] as well as X owner Elon Musk.[1][48][23][51] As of October,[52] a source is attached to the note so the information can be verified, in a similar manner to Wikipedia.[17][6] In December, after receiving a note on one of his posts, Musk thanked contributors for "jumping in the honey pot" after claiming the system had been "gamed by state actors", with the intent of detecting so-called bad actors.[23][24]
The feature does not directly mention fact-checking but instead indicates that "readers added context".[38] They can also note when an image is digitally altered or AI-generated,[6][53] in order to crack down on such content.[54] X allows contributors to add Community Notes to adverts, which the Financial Times noted was good for consumers but not for advertisers.[55][38] This resulted in brands such as Apple, Samsung, Uber and Evony receiving notes on their adverts and being accused of false of misleading posts, advertisers deleting certain posts that received notes, as well as modifying content for future advertisements.[32]
Criticisms and analysis
Former head of Twitter's Trust and Safety, Yoel Roth, has since expressed concern over the effectiveness of the system in the early stages of the program, claiming Birdwatch was never supposed to replace the curation team, but instead intended to complement it. Another former employee said it was "an imperfect replacement for Trust and Safety staff". In December 2021, a study by MIT researchers subsequently found users overwhelming prioritised political content, even though 80% were correctly considered misleading. A researcher at Sloan School of Management found contributors were more likely to fact-check posts with differing political views to their own, and it was unclear whether contributors had the required skills and knowledge.[9][56]
Le Monde concluded that Community Notes were useful, but were not a substitute for conventional moderation.[17] A Community Notes contributor and NAFO member claimed it is liable to coordinated manipulation, rife with infighting, and lacks oversight from the platform. Wired noted that in the backend of the database most notes remain unpublished, and that numerous contributors engage in "conspiracy-fueled" discussions.[9] Musk claims that anyone trying to "weaponize Community Notes to demonetize people will be immediately obvious", due to the open-source nature of the code and data.[11]
Regarding the situation in Israel and Gaza, with the difficulty of identifying accurate information and the number of unknown factors, MIT professor David Rand said "what I expect the crowd to produce is a lot of noise", regarding the crowd-sourced system. A contributor otherwise claims an issue with the system is that "it's not really scalable for the amount of media that's being consumed or posted in any given day".[9] On November 14, X claimed that notes have been seen over a hundred million times in the first month of the Israel-Hamas conflict, after reaching over 85 million in the first week.[8]
Studies and investigations
Community Notes has also experienced multi-day delays in publishing notes on misinformation in the 2023 Israel-Hamas war or failed to do so. One study by NBC News found that in the case of a fake White House press release claiming the destruction of the St. Porphyrius Orthodox Church - a week before the destruction - only 8% of posts had notes published, 26% had unpublished notes, while the majority had no proposed notes.[57] Analysis from NewsGuard of 250 of the most-engaged posts, spreading the most common unsubstantiated claims about the Israel-Hamas war and viewed more than 100 million times, failed to receive notes 68% of the time. The report found Community Notes were "inconsistently applied to top myths relating to the conflict."[58][59][60] The fact-checking website Snopes discovered three posts from verified users, who had shared a video of a hospitalized man from Gaza with false captions claiming it showed "crisis actors", had failed to receive any Community Notes after 24 hours.[61]
In October 2023, Bellingcat found the program spread false information, in reference to Taylor Swift's bodyguard due to misinformation.[18] The ADL documented the possibility of conflicting notes appearing, after Jackson Hinkle falsely claimed a graphic image of the 2023 Hamas attack on Israel was AI-generated, and notes initially appeared in disagreement due to unreliable information from AI detector software.[62] Wired has documented that Community Notes is susceptible to disinformation, after a graphic Hamas video shared by Donald Trump Jr. was falsely flagged as being a year old, but was instead found to be part of the recent conflict.[25] The original note was later replaced with another citing the report from Wired.[9]
In November 2023, the Atlantic Council conducted an interactive study of Community Notes, with analysis from Bloomberg, highlighting how the system operated slowly and inconsistently regarding Israel and Gaza misinformation. In one example, an image originally received a Community Note but continued to spread regardless receiving over 3 million views after a week. Hundreds of viral posts from the notes public database were analyzed and according to researchers fast-moving breaking news wasn't labeled. Across 400 posts of misinformation, a note took on average 7 hours to appear, while others took 70 hours. The analysis however did show that over 50% of the posts received a note within 8 hours, with only a few taking longer than 2 days. The study included 100 tweets from 83 users who had signed up to X Premium in the past 4 months, along with 42 tweets from 25 accounts that were reinstated by Elon Musk, including Laura Loomer. The study also included Jackson Hinkle.[63][64][65]
A NewsGuard report found advertising appearing on 15 posts with a Community Note attached in the week of November 13, 2023, indicating that "misinformation super-spreaders" may still be eligible for ad revenue, despite posts with notes attached being inegible according to Musk.[66][67] On November 30, a Mashable investigation found most users never see published notes, with examples highlighting notes seen by less than 1% and 5% of users who viewed misinformation content. Overall, a large disparity was found between the number of views on posts and the notes that attach themselves, with only 3 of 50 notes from the study receiving half as many views as the post they were attached to. Posts with misinformation were often found to receive 5 to 10 times more views than the fact-checking note, proving the approved note wasn't removed but remained attached.[8]
See also
Notes
- ↑ Inconsistencies and delays in publishing notes related to the 2023 Israel-Hamas war:
- Liles, Jordan (November 13, 2023). "'Verified' Users on X Falsely Claim Video of Hospitalized Palestinian Man and Mother Is 'Fake'". Snopes. Retrieved November 17, 2023.
- Weatherbed, Jess (October 20, 2023). "Blue checkmarks on X are 'superspreaders of misinformation' about Israel-Hamas war". The Verge. Retrieved November 18, 2023.
- Spangler, Todd (October 20, 2023). "X/Twitter Verified Blue Check-Mark Users Are 'Superspreaders' of Disinformation About Israel-Hamas War, Study Says". Variety. Retrieved November 18, 2023.
- Goggin, Ben (October 10, 2023). "Elon Musk's fact-checking system delayed Israel corrections for days". NBC News. Retrieved November 17, 2023.
- Alba, Davey; Lu, Denise; Yin, Leon; Fan, Eric (November 21, 2023). "How Musk's X Is Failing To Stem the Surge of Misinformation About Israel and Gaza". Bloomberg.com. Archived from the original on November 21, 2023. Retrieved November 21, 2023.
- Syme, Pete (November 21, 2023). "Elon Musk's pet feature on X took as long as 3 days to flag fake news about Israel and Gaza, analysis shows". Yahoo Finance. Retrieved November 21, 2023.
References
- 1 2 3 Miller, Carl (November 20, 2022). "Elon Musk Embraces Twitter's Radical Fact-Checking Experiment". Wired. ISSN 1059-1028. Archived from the original on November 20, 2022. Retrieved November 24, 2023.
- 1 2 3 4 Sankaran, Vishwam (December 12, 2022). "Twitter's new Community Notes feature lets people add context to tweets". The Independent. Archived from the original on November 18, 2023. Retrieved November 24, 2023.
- ↑ Binder, Matt (May 31, 2023). "Twitter will now put Community Notes 'fact checks' on images". Mashable. Archived from the original on November 24, 2023. Retrieved November 24, 2023.
- 1 2 Khalid, Amrita (September 6, 2023). "X's Community Notes feature will now include videos". The Verge. Archived from the original on November 20, 2023. Retrieved November 19, 2023.
- 1 2 3 4 Lyons, Kim (January 25, 2021). "Twitter launches Birdwatch, a fact-checking program intended to fight misinformation". The Verge. Archived from the original on March 24, 2021. Retrieved January 25, 2021.
- 1 2 3 4 5 6 Baldacchino, Julien (August 10, 2023). "Avec les 'notes de communauté', Twitter (X) marche sur les pas... de Wikipédia". France Inter (in French). Archived from the original on September 2, 2023. Retrieved October 21, 2023.
- 1 2 3 4 Kenningham, Lucy (November 9, 2023). "Bird watching: What's going on with X/Twitter's Community Notes?". Yahoo Finance. Archived from the original on November 18, 2023. Retrieved November 18, 2023.
- 1 2 3 Binder, Matt (November 30, 2023). "Most users on X never see Community Notes correcting misinformation". Mashable. Archived from the original on December 2, 2023. Retrieved December 2, 2023.
- 1 2 3 4 5 6 7 8 9 Elliott, Vittoria (October 17, 2023). "Elon Musk's Main Tool for Fighting Disinformation on X Is Making the Problem Worse, Insiders Claim". Wired. ISSN 1059-1028. Archived from the original on October 17, 2023. Retrieved November 17, 2023.
- 1 2 3 Weatherbed, Jess (December 21, 2022). "Twitter is restricting who can write Community Notes". The Verge. Archived from the original on November 18, 2023. Retrieved November 18, 2023.
- 1 2 3 Bellan, Rebecca (October 29, 2023). "Posts with misinformation on X become 'ineligible for revenue share' says Musk". TechCrunch. Archived from the original on November 24, 2023. Retrieved November 24, 2023.
- 1 2 Hollister, Sean (October 4, 2020). "Twitter's 'Birdwatch' looks like a new attempt to root out propaganda and misinformation". The Verge. Archived from the original on November 19, 2023. Retrieved November 19, 2023.
- ↑ Tue, Mike Masnick (October 31, 2023). "Community Notes Is A Useful Tool For Some Things… But Not As A Full Replacement For Trust & Safety". Techdirt. Archived from the original on November 24, 2023. Retrieved November 24, 2023.
- ↑ Sato, Mia (March 3, 2022). "Twitter will start showing crowd-sourced fact checks to some users". The Verge. Archived from the original on November 19, 2023. Retrieved November 19, 2023.
- 1 2 Faife, Corin (October 10, 2022). "COVID misinfo is the biggest challenge for Twitter's Birdwatch program, data shows". The Verge. Archived from the original on November 19, 2023. Retrieved November 19, 2023.
- 1 2 Sankaran, Vishwam (December 12, 2022). "Twitter's new Community Notes feature lets people add context to tweets". The Independent. Archived from the original on November 18, 2023. Retrieved November 18, 2023.
- 1 2 3 4 5 6 7 8 9 10 Leloup, Damien (July 3, 2023). "I spent one week as an 'arbiter of truth' on Twitter's 'Community Notes' service". Le Monde.fr. Archived from the original on October 22, 2023. Retrieved October 21, 2023.
- 1 2 3 4 Bellingcat Investigation Team (October 20, 2023). "X's Community Notes is Spreading False Information About Taylor Swift's Bodyguard". bellingcat. Archived from the original on November 29, 2023. Retrieved November 17, 2023.
- 1 2 Sato, Mia (May 30, 2023). "Twitter is adding crowdsourced fact checks to images". The Verge. Archived from the original on November 19, 2023. Retrieved November 19, 2023.
- 1 2 Roeloffs, Mary Whitfill (October 29, 2023). "Musk: X Users Won't Make Money Off Corrected Tweets". Forbes. Archived from the original on November 17, 2023. Retrieved November 17, 2023.
- 1 2 Yeo, Amanda (October 30, 2023). "Twitter / X posts with misinformation are no longer eligible for ad revenue sharing". Mashable. Archived from the original on November 20, 2023. Retrieved November 17, 2023.
- 1 2 Taylor, Josh (September 27, 2023). "X/Twitter scraps feature letting users report misleading information". The Guardian. ISSN 0261-3077. Archived from the original on November 27, 2023. Retrieved November 17, 2023.
- 1 2 3 "Elon Musk fact-checked on X by his own system - but claims it has been 'gamed by state actors'". Sky News. Archived from the original on December 11, 2023. Retrieved December 11, 2023.
- 1 2 Meyer, Ken (December 10, 2023). "Elon Musk Claims 'State Actors' Are Manipulating Community Notes After His Post Gets Fact-Checked". Mediaite. Archived from the original on December 11, 2023. Retrieved December 11, 2023.
- 1 2 Gilbert, David. "A Graphic Hamas Video Donald Trump Jr. Shared on X Is Actually Real, Research Confirms". Wired. Archived from the original on October 12, 2023. Retrieved October 12, 2023.
- ↑ Lyons, Kim (November 22, 2021). "Twitter introduces aliases for contributors to its Birdwatch moderation program". The Verge. Archived from the original on November 22, 2021. Retrieved November 22, 2021.
- ↑ Perez, Sarah (March 3, 2022). "Twitter to show 'Birdwatch' community fact-checks to more users, following criticism". Tech Crunch. Archived from the original on March 3, 2022. Retrieved March 3, 2022.
- ↑ Oremus, Will; Merrill, Jeremy B. (March 2, 2022). "As Ukraine misinformation rages, Twitter's fact-checking tool is a no-show". The Washington Post. Archived from the original on June 4, 2023. Retrieved March 3, 2022.
- ↑ Godel, William; Sanderson, Zeve; Aslett, Kevin; Nagler, Jonathan; Bonneau, Richard; Persily, Nathaniel; Tucker, Joshua A. (October 28, 2021). "Moderating with the Mob: Evaluating the Efficacy of Real-Time Crowdsourced Fact-Checking". Journal of Online Trust and Safety. 1 (1). doi:10.54501/jots.v1i1.15. ISSN 2770-3142. Archived from the original on November 24, 2023. Retrieved November 25, 2023.
- ↑ Kelly, Makena (September 7, 2022). "Twitter is expanding its experimental community moderation system". The Verge. Archived from the original on November 19, 2023. Retrieved November 19, 2023.
- ↑ Biron, Bethany. "Elon Musk said Twitter's Birdwatch feature will be renamed 'Community Notes' and is aimed at 'improving information accuracy' amid growing content-moderation concerns". Business Insider. Archived from the original on November 15, 2022. Retrieved November 15, 2022.
- 1 2 3 Coffee, Patrick; Graham, Megan (October 5, 2023). "'This Is a False Advertisement': X Ads Are Being Challenged by Reader Context". The Wall Street Journal. ISSN 0099-9660. Archived from the original on November 18, 2023. Retrieved November 19, 2023.
- ↑ Perez, Sarah (October 12, 2023). "After delays, X updates Community Notes fact-checks to improve speed and distribution". TechCrunch. Archived from the original on November 23, 2023. Retrieved November 17, 2023.
- ↑ "Note ranking algorithm". Community Notes. November 17, 2023. Archived from the original on November 29, 2023. Retrieved November 29, 2023.
- 1 2 Fan, Eric; Dottle, Rachael; Wagner, Kurt (December 19, 2022). "Twitter's Fact-Checking System Has a Major Blind Spot: Anything Divisive". Bloomberg. Archived from the original on December 30, 2022. Retrieved December 6, 2023.
- ↑ Czopek, Madison (June 30, 2023). "Why Twitter's Community Notes feature mostly fails to combat misinformation". Poynter. Archived from the original on November 27, 2023. Retrieved December 6, 2023.
- ↑ "About Community Notes on X | X Help". help.twitter.com. Archived from the original on November 24, 2023. Retrieved November 17, 2023.
- 1 2 3 Kelly, Jemima (May 4, 2023). "Has Twitter discovered a better way of correcting online falsehoods?". Financial Times. Archived from the original on October 22, 2023. Retrieved October 21, 2023.
- ↑ Perez, Sarah (November 28, 2022). "Twitter says crowdsourced fact-checking system updated to better address 'low quality' contributions". TechCrunch. Archived from the original on November 23, 2023. Retrieved November 18, 2023.
- ↑ "Rating and Writing Impact". communitynotes.twitter.com. Archived from the original on November 17, 2023. Retrieved November 17, 2023.
- ↑ Binder, Matt (October 24, 2023). "How to sign up for Community Notes on Twitter / X — take part in content moderation". Mashable. Archived from the original on November 25, 2023. Retrieved November 18, 2023.
- 1 2 Reimann, Nicholas (November 2, 2022). "White House Deletes Misleading Tweet Giving Biden Credit For Social Security Check Raise". Forbes. Archived from the original on December 5, 2023. Retrieved December 5, 2023.
- ↑ "X community notes: Weapon against fake news or free speech?". The Japan Times. September 3, 2023. Archived from the original on October 26, 2023. Retrieved December 5, 2023.
- ↑
- Goldsberry, Jenny (May 4, 2023). "Twitter fact-checks Joe Biden, listing multiple times US defaulted on debt". Washington Examiner. Archived from the original on May 18, 2023. Retrieved December 5, 2023.
- Goldsberry, Jenny (June 22, 2023). "Biden fact-checked by Twitter Community Notes after deficit claim". Washington Examiner. Archived from the original on December 5, 2023. Retrieved December 5, 2023.
- Mahapatra, Tuhin Das (December 1, 2023). "Biden claims 'inflation has come down' in US, X adds a 'context' to the tweet with many Americans wondering how". Hindustan Times. Archived from the original on December 5, 2023. Retrieved December 5, 2023.
- ↑
- Nicholson, Kate (October 10, 2023). "Rishi Sunak Gets A Geography Lesson After Making Unfortunate Social Media Blunder". HuffPost UK. Archived from the original on December 5, 2023. Retrieved December 5, 2023.
- Nicholson, Kate (October 12, 2023). "Rishi Sunak's 3 Big Social Media Fails This Week". HuffPost UK. Archived from the original on December 7, 2023. Retrieved December 6, 2023.
- Price, Emily (November 16, 2023). "Rishi Sunak's X posts flagged as 'potentially misleading'". Nation.Cymru. Archived from the original on December 5, 2023. Retrieved December 5, 2023.
- ↑
- Rogers, Zachary (March 31, 2023). "Nancy Pelosi fact-checked by Twitter for claiming Trump can 'prove innocence' at trial". WPDE. Archived from the original on December 7, 2023. Retrieved December 6, 2023.
- Writer, Andrew Stanton Weekend Staff (November 27, 2023). "Kevin McCarthy fact-checked on American history in brutal community note". Newsweek. Archived from the original on December 5, 2023. Retrieved December 5, 2023.
- Moye, David (December 7, 2023). "Kevin McCarthy Tweet That Didn't Age Well Gets A Hilarious Community Note". HuffPost. Archived from the original on December 8, 2023. Retrieved December 8, 2023.
- ↑
- Reporter, Anders Anglesey U. S. News (May 14, 2023). "Marjorie Taylor Greene's attack on Joe Biden fact checked by Twitter users". Newsweek. Archived from the original on December 5, 2023. Retrieved December 5, 2023.
- Plummer, Kate (October 25, 2023). "George Santos hit with brutal context note". Newsweek. Archived from the original on December 5, 2023. Retrieved December 5, 2023.
- 1 2 Pahwa, Nitish (July 10, 2023). "What I Saw in Elon Musk's Truth Army". Slate. ISSN 1091-2339. Archived from the original on December 5, 2023. Retrieved December 5, 2023.
- ↑
- Night, Kaitlin Lewis (November 23, 2023). "Ted Cruz claim about "terrorist attack" sparks outrage". Newsweek. Archived from the original on December 5, 2023. Retrieved December 5, 2023.
- Ramirez, Nikki McCann (August 31, 2023). "Ted Cruz Might Be the Most Gullible Person on the Internet". Rolling Stone. Archived from the original on September 20, 2023. Retrieved December 5, 2023.
- ↑
- Landsey, Amy (May 15, 2023). "Chris Bowen refuses to comment on misleading Twitter post". skynews. Archived from the original on May 24, 2023. Retrieved December 5, 2023.
- Grassby, Laura (December 2, 2023). "Labor minister fact-checked over post about digital IDs". skynews. Archived from the original on December 5, 2023. Retrieved December 5, 2023.
- ↑ Writer, Nick Mordowanec Staff (December 15, 2023). "Microsoft Word's warning about using non-inclusive language goes viral". Newsweek. Retrieved December 15, 2023.
- ↑ Hindy, Joe (October 18, 2023). "Twitter Community Notes to Require Contributors to Provide Sources". PCMAG. Archived from the original on December 8, 2023. Retrieved December 8, 2023.
- ↑ Mehta, Ivan (May 31, 2023). "Twitter launches Community Notes for images". TechCrunch. Archived from the original on December 5, 2023. Retrieved December 5, 2023.
- ↑ Shah, Saqib (May 31, 2023). "Twitter tries to crack down on AI images with Community Notes feature". Evening Standard. Archived from the original on December 5, 2023. Retrieved December 5, 2023.
- ↑ Morrissey, Brian (May 2, 2023). "Elon Musk: Web 2.0 man". therebooting.com. Archived from the original on October 22, 2023. Retrieved October 21, 2023.
- ↑ Rand, David; Martel, Cameron; Lee Allen, Jennifer Nancy (December 2, 2021). "Birds of a feather don't fact-check each other: Partisanship and the evaluation of news in Twitter's Birdwatch crowdsourced fact-checking program" (PDF). osf.io. Archived from the original on November 17, 2023. Retrieved November 24, 2023.
- ↑ Goggin, Ben (October 10, 2023). "Elon Musk's fact-checking system delayed Israel corrections for days". NBC News. Archived from the original on November 23, 2023. Retrieved November 17, 2023.
- ↑ "Blue-Checked, 'Verified' Users on X Produce 74 Percent of the Platform's Most Viral False or Unsubstantiated Claims Relating to the Israel-Hamas War - Misinformation Monitor: October 2023". NewsGuard. Archived from the original on October 20, 2023. Retrieved November 18, 2023.
- ↑ Weatherbed, Jess (October 20, 2023). "Blue checkmarks on X are 'superspreaders of misinformation' about Israel-Hamas war". The Verge. Archived from the original on October 20, 2023. Retrieved November 18, 2023.
- ↑ Spangler, Todd (October 20, 2023). "X/Twitter Verified Blue Check-Mark Users Are 'Superspreaders' of Disinformation About Israel-Hamas War, Study Says". Variety. Archived from the original on October 20, 2023. Retrieved November 18, 2023.
- ↑ Liles, Jordan (November 13, 2023). "'Verified' Users on X Falsely Claim Video of Hospitalized Palestinian Man and Mother Is 'Fake'". Snopes. Archived from the original on November 28, 2023. Retrieved November 17, 2023.
- ↑ ADL, Center for Technology and Society (November 1, 2023). "Generative Artificial Intelligence (GAI): Increasing the Fog of War between Israel and Hamas". www.adl.org. Archived from the original on November 13, 2023. Retrieved November 17, 2023.
- ↑ Alba, Davey; Lu, Denise; Yin, Leon; Fan, Eric (November 21, 2023). "How Musk's X Is Failing To Stem the Surge of Misinformation About Israel and Gaza". Bloomberg.com. Archived from the original on November 21, 2023. Retrieved November 21, 2023.
- ↑ Syme, Pete (November 21, 2023). "Elon Musk's pet feature on X took as long as 3 days to flag fake news about Israel and Gaza, analysis shows". Yahoo Finance. Archived from the original on November 24, 2023. Retrieved November 21, 2023.
- ↑ Syme, Pete (November 21, 2023). "Elon Musk's pet feature on X took as long as 3 days to flag fake news about Israel and Gaza, analysis shows". Business Insider. Archived from the original on November 24, 2023. Retrieved November 24, 2023.
- ↑ Davis, Wes (November 24, 2023). "Some X 'misinformation super-spreaders' may be eligible for ads payouts". The Verge. Archived from the original on November 26, 2023. Retrieved November 26, 2023.
- ↑ "Brand Danger: X and Misinformation Super-spreaders Share Ad Money from False Claims About the Israel-Hamas War". NewsGuard. Misinformation Monitor: November 2023. Archived from the original on November 26, 2023. Retrieved November 26, 2023.