One of the best parts of the Google Play Store is the ability for OEMs to update components of their software separately from a full system update. Catch a bug in your Mail app? Just push the update to the Play Store and save the full system build for the next major update, easy. While […]
Come comment on this article: Samsung moves to update GPU drivers via the Google Play Store for faster performance tweaks
5G was already the carrier’s favorite buzzword in 2019 and as coverage is slowly improving, it’s finally beginning to mean something to consumers. 2020 is going to be the year that smartphone manufacturers include 5G connectivity on all models in their flagship ranges, as we’ve already seen with OPPO’s X2 and X2 Pro that launched […]
Come comment on this article: OnePlus going all-in on 5G means fans can look forward to faster speeds and another price bump
It’s been well over three years since Samsung unveiled the Chromebook 3 at CES 2016. The tech giant has finally launched two new Chromebook 4 models, improving on both the design and specifications without sacrificing affordability. These are relatively simple machines with few bells and whistles, but offer either 11.6-inch or 15.6-inch displays with a […]
Come comment on this article: Samsung launches the faster, sleeker Chromebook 4 and Chromebook 4+
ARM isn't boasting about PC-crushing performance like it did in 2018, but it still has plenty of swagger going into Computex 2019. The designer has unveiled two new chip architectures that promise giant strides in performance, especially for AI. Th…
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We are committed to tackling the challenge of quickly removing content that violates our Community Guidelines and reporting on our progress. That’s why in April we launched a quarterly YouTube Community Guidelines Enforcement Report. As part of this ongoing commitment to transparency, today we’re expanding the report to include additional data like channel removals, the number of comments removed, and the policy reason why a video or channel was removed.
We previously shared how technology is helping our human review teams remove content with speed and volume that could not be achieved with people alone. Finding all violative content on YouTube is an immense challenge, but we see this as one of our core responsibilities and are focused on continuously working towards removing this content before it is widely viewed.
When we detect a video that violates our Guidelines, we remove the video and apply a strike to the channel. We terminate entire channels if they are dedicated to posting content prohibited by our Community Guidelines or contain a single egregious violation, like child sexual exploitation. The vast majority of attempted abuse comes from bad actors trying to upload spam or adult content: over 90% of the channels and over 80% of the videos that we removed in September 2018 were removed for violating our policies on spam or adult content.
Looking specifically at the most egregious, but low-volume areas, like violent extremism and child safety, our significant investment in fighting this type of content is having an impact: Well over 90% of the videos uploaded in September 2018 and removed for Violent Extremism or Child Safety had fewer than 10 views.
Each quarter we may see these numbers fluctuate, especially when our teams tighten our policies or enforcement on a certain category to remove more content. For example, over the last year we’ve strengthened our child safety enforcement, regularly consulting with experts to make sure our policies capture a broad range of content that may be harmful to children, including things like minors fighting or engaging in potentially dangerous dares. Accordingly, we saw that 10.2% of video removals were for child safety, while Child Sexual Abuse Material (CSAM) represents a fraction of a percent of the content we remove.
As with videos, we use a combination of smart detection technology and human reviewers to flag, review, and remove spam, hate speech, and other abuse in comments.
We’ve also built tools that allow creators to moderate comments on their videos. For example, creators can choose to hold all comments for review, or to automatically hold comments that have links or may contain offensive content. Over one million creators now use these tools to moderate their channel’s comments.1
We’ve also been increasing our enforcement against violative comments:
We are committed to making sure that YouTube remains a vibrant community, where creativity flourishes, independent creators make their living, and people connect worldwide over shared passions and interests. That means we will be unwavering in our fight against bad actors on our platform and our efforts to remove egregious content before it is viewed. We know there is more work to do and we are continuing to invest in people and technology to remove violative content quickly. We look forward to providing you with more updates.
Scientists like to use x-rays when determining chemical structures to develop drugs, but it's an agonizingly slow process. As they need large, pure crystals, it can take weeks or even years to produce something big enough for studying. However, th…
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The whole point of Google's Gboard is to help you find relevant items without leaving your phone's keyboard, but how do you know there's something useful available while you're casually typing away? You might get a clue soon enough. Android Police…
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Ever since Roborace unveiled plans for driverless track cars, there's been a lingering question: can its technology outpace a human? The answer is a solid "no…" for now. The company used the recent Formula E race in Rome to pit its DevBot prototy…
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In December we shared how we’re expanding our work to remove content that violates our policies. Today, we’re providing an update and giving you additional insight into our work, including the release of the first YouTube Community Guidelines Enforcement Report.
Providing More Information
We are taking an important first step by releasing a quarterly report on how we’re enforcing our Community Guidelines. This regular update will help show the progress we’re making in removing violative content from our platform. By the end of the year, we plan to refine our reporting systems and add additional data, including data on comments, speed of removal, and policy removal reasons.
We’re also introducing a Reporting History dashboard that each YouTube user can individually access to see the status of videos they’ve flagged to us for review against our Community Guidelines.
Machines Helping to Address Violative Content
Machines are allowing us to flag content for review at scale, helping us remove millions of violative videos before they are ever viewed. And our investment in machine learning to help speed up removals is paying off across high-risk, low-volume areas (like violent extremism) and in high-volume areas (like spam).
Highlights from the report — reflecting data from October – December 2017 — show:
For example, at the beginning of 2017, 8 percent of the videos flagged and removed for violent extremism were taken down with fewer than 10 views.3 We introduced machine learning flagging in June 2017. Now more than half of the videos we remove for violent extremism have fewer than 10 views.
The Value of People + Machines
Deploying machine learning actually means more people reviewing content, not fewer. Our systems rely on human review to assess whether content violates our policies. You can learn more about our flagging and human review process in this video:
Last year we committed to bringing the total number of people working to address violative content to 10,000 across Google by the end of 2018. At YouTube, we’ve staffed the majority of additional roles needed to reach our contribution to meeting that goal. We’ve also hired full-time specialists with expertise in violent extremism, counterterrorism, and human rights, and we’ve expanded regional expert teams.
We continue to invest in the network of over 150 academics, government partners, and NGOs who bring valuable expertise to our enforcement systems, like the International Center for the Study of Radicalization at King’s College London, Anti-Defamation League, and Family Online Safety Institute. This includes adding more child safety focused partners from around the globe, like Childline South Africa, ECPAT Indonesia, and South Korea’s Parents’ Union on Net.
We are committed to making sure that YouTube remains a vibrant community with strong systems to remove violative content and we look forward to providing you with more information on how those systems are performing and improving over time.
— The YouTube Team
1 This number does not include videos that were removed when an entire channel was removed. Most channel-level removals are due to spam violations and we believe that the percentage of violative content for spam is even higher.
2Not only do these 8 million videos represent a fraction of a percent of YouTube’s overall views, but that fraction of a percent has been steadily decreasing over the last five quarters.
3This excludes videos that were automatically matched as known violent extremist content at point of upload – which would all have zero views.
After months of promises and teases, VW has formally unveiled its electric Pikes Peak race car… and its performance might be surprising even in light of earlier hype. The I.D. R Pikes Peak is built to smash Pikes Peak's EV record of 8 minutes and 5…
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Despite selling over 14 million of its low-cost DIY computing boards, the Raspberry Pi Foundation adheres to a slow release cycle. The company typically waits over a year to refresh its range, and even then improvements can be very subtle. That's exa…
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The group responsible for setting standards for a variety of tech, JEDEC, released a new standard for mobile storage that uses UFS, moving the specifications from v2.1 to V3.0. The new specs raise the bar for speed and power consumption for memory cards and lay the groundwork for better adoption by the automotive industry. Standards […]
Come comment on this article: Faster, lower power, and auto friendly improvements for memory in latest UFS spec
Until robots take over video editing, you'll still have to fiddle with cuts, colors and sound levels. A keyboard is not always the best tool for that, and many control surfaces, like Loupedeck, are strictly targeted at Lightroom users. So what's a vi…
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Nature is a source of infinite inspiration. From submarines to solar panels, natural designs found in plants and animals guide the work of engineers so much so that the field has earned its own name: biomimetics.
The post Better, stronger, faster microrobots may take inspiration from ciliary cells appeared first on Digital Trends.
OnePlus announced it will merge Oxygen OS and Hydrogen OS, the company’s two Android skins. According to the company, it will do so in an effort to deliver faster software updates to its users.
The post Let there be water! OnePlus will merge Oxygen OS and Hydrogen OS for faster updates appeared first on Digital Trends.
Fujifilm’s Instax Share SP-2 is the company’s latest mobile printer that works with smartphones and tablets to make instant prints. Fujifilm says it is faster and quieter, and offers better image quality.
The post Fujifilm launches faster Instax instant photo printer for mobile appeared first on Digital Trends.
Nothing puts a cramp in your gym style like an actual cramp. Here’s some of the best gear for shortening your recovery times, whether you prefer an electric muscle stimulator or cold wraps and insoles.
The post Spring back faster with 7 gadgets that speed your workout recovery appeared first on Digital Trends.
The new Raspberry Pi Zero has launched for the holidays and instantly sold out. Costing just $ 5, it is more powerful and less expensive than the older Raspberry Pi. It is a full-blown programmable computer that can run Linux.
The post New Raspberry Pi Zero micro computer is smaller, faster, and more capable — and it costs $ 5 appeared first on Digital Trends.
Sprint has announced a revamped LTE services to deploy to markets with a significantly improved wireless experience for customers. This new network is deploying to 77 markets today, and it offers some notable new technologies that should make a world of difference for Sprint customers.
LTE Plus utilizes all three of Sprint’s bands of spectrum, using the 2.5 GHz band for speed, the 1.9 GHz band for coverage, and the 800 MHz band for building penetration. Carrier aggregation allows LTE Plus to bond multiple spectrums together to beef up the bandwidth and speed available to users, and Sprint claims the new network doubles both of those. Pretty impressive, especially considering that claim means capable devices can reach theoretical speeds of up to 100Mbps on that network.
The biggest claim that LTE Plus can make? It’s faster than Verizon and AT&T’s LTE network. Third party testing in 44 of the biggest markets show that data is transferred faster on Sprint’s LTE Plus network than Verizon or AT&T’s LTE network, which should give Sprint’s marketing department some serious ammunition to work with.
You can hit the link below to check out where Sprint is deploying this new network.
Come comment on this article: Sprint is bringing their stronger, faster LTE Plus network to 77 markets
Motorola unveiled the Moto G Turbo Edition, a speedier version of this year’s Moto G smartphone. There’s no word on whether the Moto G Turbo Edition will leave the confines of Mexico, though it will carry a heavier price tag.
The post Ay dios mío! Motorola launches a faster, pricier version of the Moto G in Mexico appeared first on Digital Trends.