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Machine learning algorithms are now involved in the bulk of video removal from YouTube. ~80% of videos removed by YouTube in Q4 2017 were initially flagged by a computer, with many receiving less than 10 views before removal:
The vast majority of videos removed from YouTube toward the end of last year for violating the site's content guidelines had first been detected by machines instead of humans, the Google-owned company said on Monday. YouTube said it took down 8.28 million videos during the fourth quarter of 2017, and about 80 percent of those videos had initially been flagged by artificially intelligent computer systems.
The new data highlighted the significant role machines — not just users, government agencies and other organizations — are taking in policing the service as it faces increased scrutiny over the spread of conspiracy videos, fake news and violent content from extremist organizations. Those videos are sometimes promoted by YouTube's recommendation system and unknowingly financed by advertisers, whose ads are placed next to them through an automated system.
[...] Betting on improvements in artificial intelligence is a common Silicon Valley approach to dealing with problematic content; Facebook has also said it is counting on A.I. tools to detect fake accounts and fake news on its platform. But critics have warned against depending too heavily on computers to replace human judgment.
Also at Recode.
Previously:
Google Fails to Stop Major Brands From Pulling Ads From YouTube
AI Beating Mechanical Turks at YouTube Censorship Accuracy
Related:
YouTube Cracks Down on Weird Content Aimed at Kids
A.I. Algorithm Recognizes Terrorist Propaganda With 99% Accuracy
(Score: -1, Offtopic) by Anonymous Coward on Tuesday April 24 2018, @11:30PM
As the men were chatting, a certain sound interrupted them. Everyone present looked towards the source of that sound - that gurgling sound - with pure hatred. Why was that thing still alive? Everyone asked themselves that question. Then, all the men collectively sighed and walked over to the bloodied object.
When the men reached the sow, they began the process of transforming its motion into silence. One man's fists delivered justice upon the woman's face. Another man used a knife to repeatedly stab the woman in her disgusting stomach and chest. The last man was busy violating her further while bending her legs in a strange and painful way. All the men were determined to extract every last ounce of entertainment they could out of the barely-breathing sow, so that it would never interrupt their important conversations again. And they did precisely that, with a level of efficiency that stunned even them.
Silence. At last, there was silence. The men sighed in relief, and continued their jovial conversation from earlier. It was looking to be a good day for men's rights.