The first look a Twitter user gets at a tweet might be an unintentionally racially biased one.
Twitter said Sunday that it would investigate whether the neural network that selects which part of an image to show in a photo preview favors showing the faces of white people over Black people.
The trouble started over the weekend when Twitter users posted several examples of how, in an image featuring a photo of a Black person and a photo of a white person, Twitter's preview of the photo in the timeline more frequently displayed the white person.
Tweet may have been deleted
The public tests got Twitter's attention - and now the company is apparently taking action.
"Our team did test for bias before shipping the model and did not find evidence of racial or gender bias in our testing," Liz Kelly, a member of the Twitter communications team, told Mashable. "But it’s clear from these examples that we’ve got more analysis to do. We're looking into this and will continue to share what we learn and what actions we take."
Twitter's Chief Design Officer Dantley Davis and Chief Technology Officer Parag Agrawal also chimed in on Twitter, saying they're "investigating" the neural network.
Tweet may have been deleted
Tweet may have been deleted
The conversation started when one Twitter user initially posted about racial bias on Zoom's facial detection. He noticed that the side-by-side image of him (a white man) and his Black colleague repeatedly showed his face in previews.
Tweet may have been deleted
After multiple users got in on testing, one user even showed how the favoring of lighter faces was the case with characters from The Simpsons.
Tweet may have been deleted
Twitter's promise to investigate is encouraging, but Twitter users should view the analyses with a grain of salt. It's problematic to claim incidences of bias from a handful of examples. To really assess bias, researchers need a large sample size with multiple examples under a variety of circumstances.
Anything else is making claims of bias by anecdote – something conservatives do to claim anti-conservative bias on social media. These sorts of arguments can be harmful because people can usually find one or two examples of just about anything to prove a point, which undermines the authority of actually rigorous analysis.
That doesn't mean the previews question is not worth looking into, as this could be an example of algorithmic bias: When automated systems reflect the biases of their human makers, or make decisions that have biased implications.
SEE ALSO:People are fighting algorithms for a more just and equitable future. You can, too.In 2018, Twitter published a blog post that explained how it used a neural network to make photo previews decisions. One of the factors that causes the system to select a part of an image is higher contrast levels. This could account for why the system appears to favor white faces. This decision to use contrast as a determining factor might not be intentionally racist, but more frequently displaying white faces than black ones is a biased result.
There's still a question of whether these anecdotal examples reflect a systemic problem. But responding to Twitter sleuths with gratitude and action is a good place to start no matter what.
Tweet may have been deleted
TopicsArtificial IntelligenceTwitter
(责任编辑：綜合)
Fyvush Finkel, Emmy winner for 'Picket Fences,' dies at 93
Supportive mom throws daughter a party for starting her periodHere's why those tech billionaires are throwing millions at ethical AISorry, Trump, everyone on Twitter still cares about your tax returnsThe Weeknd teases new music in Instagram postTourist survives for month in frozen New Zealand wilderness after partner dies
A tourist from the Czech Republic, whose partner fell to his death, survived a harrowing month in th
...[详细]Watch the Golden Globes' moving tribute to Carrie Fisher and Debbie Reynolds
"Last year we lost so many legends and icons, but a few weeks ago we lost a mother and daughter with
...[详细]Whether you're walking up walls or dancing in reverse gravity, Apple's wireless AirPods won't slip o
...[详细]We are starting to think this dog will never catch the ball
It is widely acknowledged that dogs love to catch balls. In previous cases, if we were asked to bet
...[详细]Felix the cat just raised £5000 for charity because she's the hero we all need
LONDON -- Remember Felix, the Huddersfield train station cat who got promoted to Senior Pest Control
...[详细]Wildly confident couple invites President Obama into their wedding party
Let this be a lesson in confidence: a couple was brave enough to invite President Barack Obama into
...[详细]iPhone 8 might ditch the aluminum body for a stainless steel frame
With 10 years of iPhone iterations under its belt, there's immense pressure for Apple to deliver an
...[详细]A vegan fried chicken shop opened because goodness exists in the world
LONDON -- Ah, fried chicken. It's greasy, it's fried, it's finger lickin' good. But it hasn't exactl
...[详细]Hiddleswift finally followed each other on Instagram after 3 excruciating days
On Aug. 13, 1961, Germany began construction of the Berlin Wall, perhaps the greatest symbol of the
...[详细]Gather round and be blessed by this precious puppy's 'newborn' photoshoot
Take down the photos of your nieces and nephews and make room on your fridge for much cuter, more im
...[详细]Florida hurricane forecast remains uncertain, but trends in state's favor
College team surprisingly good at 'swimming' through snow in Speedos
