Friday, November 15, 2019

Why Facebook Filtering Will Ultimately Fail

In its content-moderation report released this week, Facebook revealed that it had removed a whopping 3.2-billion fake accounts from March through September 2019.

That’s a lot of disinformation, wrote tech reporter Aditya Srivastava: “To put it in perspective, the number is [nearly] half of living human beings on planet earth.”

Facebook also claims to have removed or labeled 54-million pieces of content flagged as too violent and graphic, 18.5-million items deemed sexual exploitation, 11.4-million posts breaking its anti-hate speech rules, and 5.7 million that violated its bullying and harassment policies.

We need to consider these large-seeming numbers in the context of the social-media giant’s astronomical growth. Facebook, Inc. now hosts so much content that it’s hard to imagine any filtering apparatus that’s capable of sorting it all out.

Facebook CEO Mark Zuckerberg admitted to Congress last month that more than 100-billion pieces of content are shared via Facebook entities (including Instagram and WhatsApp) each day.

Bear with me because the math gets interesting.

A hundred-billion pieces of content a day amounts to roughly 18 trillion (with a “t”) pieces of content over the six-month period covered in Facebook’s moderation report.

Or to put it in Srivastava’s terms, that’s comparable to having every living individual on Earth posting content to Facebook platforms 13 times each and every day.

That’s where we are today.

Content armies
To filter this tsunami of images and text in search of suspicious posts, Facebook has deployed an army of more than 30,000 content moderators, and is aided in this effort by artificial intelligence designed to flag content that may violate its rules.

It reminds me of my experiences working as a journalist in Hanoi during the pre-internet early 90s.

My minder from Vietnam’s Ministry of Culture and Information told me that the government employed more than 10,000 people skilled in foreign languages to monitor all outgoing and incoming phone calls and faxes, which is how we communicated back then.

Even in an era still dominated by analog communications, the ministry’s many listeners struggled to keep up.

And while I received the occasional knock on the door from ministry apparatchik concerned about a recent phone conversation I had had or a recent article I had published, the vast majority of my work — including stories the government would have frowned on — went through to my editors in Hong Kong and Tokyo without detection.

Fast forward to 2019.

Just last month, a fairly senior Facebook employee told me that the company is shooting for a 99-percent global success rate in flagging content that violates its rules regarding hateful or racist activity.

But it still has a way to go. And even a 99-percent filter may not be good enough.

Too big NOT to fail
In its most recent report, the social-media giant claimed to have reached an 80-percent “proactive rate” — a metric by which the company measures its ability to flag hateful content before its community of users has done so.

What does this mean? It means a lot of things. One, that Facebook seems to be taking some serious efforts to combat hateful activities and disinformation coursing across its network.

But it also means that despite these efforts, the flood of content remains far too overwhelming to manage; that even at a very high proactive rate, millions of posts that violate the company’s rules would still slip through.

And its average success rate is likely a lot lower in countries where Facebook lacks language and cultural expertise (or some would argue, economic interest) to effectively flag harmful content.

report released by Avaaz at the end of October seems to confirm this. Avaaz found that Facebook removed only 96 of 213 posts it had flagged for attacking India’s Bengali Muslim community using similar online tactics as those used against Rohingya minorities in Myanmar.

One post came from an elected official calling “Bangladeshi Muslims” those who rape “our mothers and sisters.” Others included calls to “poison” their daughters and legalize female feticide.

So, again, what does this mean?

It means that even when operating at optimal levels Facebook’s content-moderation schemes will still miss posts that incite people to inflict real offline violence to some of the most vulnerable among us. And its algorithms will still promote content that provokes strongly partisan and divisive reactions among users.

It also means that we as a society need to do more than hope that Facebook can fix itself. After devoting nearly two decades to growth at any cost, the company’s network has become far too big NOT to fail — even when you consider the resources Facebook is now throwing at filtering and flagging objectionable content. And those failures are having dangerous ramifications in the real world.

Our challenge is to look beyond fixing Facebook to building a new model for social media that doesn’t violate human and civil rights, or undermine democratic norms.

There’s only so much Facebook can do to fix the problem at its core. The solution lies elsewhere, with those of us willing to create a better platform from scratch.

51 comments:

Breet Pink said...

If you are looking for find some helping material about spectrum extreme internet, spectrum internet service, spectrum internet ultra, spectrum internet cost, spectrum internet packages then you are at right blog page because it is very informational blog. I recommend.

Breet Pink said...

If you are looking for spectrum gold channels, spectrum tv gold,spectrum gold channels and charter silver package channel listing then this blog is best for you because it has detailed information about this. And It helps you because it help me is depth. Recommended.

rakibhr said...

I am thankful for the article post.Looking forward to visit more.
Thanks dear For your Nice Post . It's Was Amazing! Friend I have Blog About Microsoft office setup .
If anyone interested to setup office please Visit My Blog. I will be apprised.

shor discription About my blog here :


office.com/setup : At the point when we are working or
serve the client just one in our mind that is "Consumer loyalty". We think each agents believing resembles as we have and
we are continually hoping to improve our capacity to address the issue of our customers.
We have huge number of trucks and other development gear to take the necessary steps in a great way and our trustworthiness, workplace and advancement to take the organization on high.
At the point when each client really fulfilled , then individuals says that is the privilege choice.For More : office.com/setup
\ Microsoft office setup
Best Regards

Microsoft office setup | www.office.com/setup |

norton.com/setup | Buy Google Voice Account |
office.com/setup | Microsoft office setup

Lucknawi Zayka said...

oday we will make Chole Bhature
Chole Bhature is a famous dish of Punjab and is the street food of Delhi.
It is really tasty and it is liked by everyone.
It is easy to prepare Chole Bhature at home.
Full Recipe Click Here

Techlinics said...

Free Computer Tutorialand Digital Marketing Tips and tricks Join now
Visit My Site
Techlinics
ComputerGyan

finnjordan100 said...

Webroot makes sure that you have the best security software products installed on your computer, it uses antivirus protection and a firewall, gives antispyware software, always keeps it up to date.
www.webroot.com/secure | webroot.com/secure | Install Webroot With Key Code

finnjordan100 said...

AVG Secure is a designed to keep your digital info safe and secure. Learn about its pricing, security features, and more in this review.

www.avg.com/retail | avg.com/retail | Install AVG with license number | AVG Download | www.avg.com/activation

elibeth3636 said...

The AVG AntiVirus Free software offers protection against viruses, spyware, malware, trojan horses, worms, keyloggers, ransomware and a variety of other malicious threats.
www.avg.com/retail |
avg.com/retail

elibeth3636 said...

Trend Micro is best antivirus in this field because it uses multi-layered ransomware protection by working in three directions.
www.trendmicro.com/bestbuypc |Trend Micro Geek Squad | www.trendmicro/bestbuypc | Trend Micro Geek Squad

Mark William said...

Trend Micro is an industry leader in antivirus protection and internet security, with 30 years of security software experience in keeping millions of users safe trend micro download Security secures your connected world providing protection against malware, ransomware, spyware, and cyber threats that could compromise your online experience. www.trendmicro.com/downloadme It also helps protect you from identity theft, viruses, online scams, and other emerging threats.


Mark William said...

AVG Antivirus we suggest purchasing always from official website www.avg.com/retail . If you purchase from unauthorized websites then your system might get compromised. AVG is one of the best Antivirus who scan your whole device and keep eyes for the future as well. If you get any trouble during Installation you may also contact at Install avg with license number or AVG customer service phone number . AVG Support or AVG customer care keen to help their customers. You may also download AVG Internet Security from www.avg.com/activate AVG antivirus is the best among many antivirus software, which is provided by AVG technologies. avg.com/retail also Support on call by calling their AVG tech support or AVG Care Service .

lily grace said...

webroot com safe is the right page to download your webroot product. A user may directly download webroot program from this page without creating a webroot account. Although creating an account is still a better alternative as you can login to your webroot account and get your product anywhere and can install on any device. Also if you somehow lose your antivirus somehow , you just need to login to your account and you can recover your software from that place. Details for creating an account in given above just after the top section. www.webroot.com/safe |

webroot.com/safe
Install Webroot With Key Code

greyhankin said...

Roku does not charge any fee for the activation code and all you have to do is, create an account on Roku by providing the details such as First name, address and payment method. Link the Roku device to your TV via HDMI and turn on the TV. Change the mode to AV1 and the Roku logo gets displayed on the TV screen. Now a code will appear, note it down and using a web browser, surf to Roku.com/link and paste the link code in the space that is provided. Contact the Roku customer support team at the toll-free number for more queries.

office.com/setup said...

If you looking for download, install and activate office setup or @microsoft office product which(word, excel, power point presentation and onenote)having any technical issues due to above mention can take to advice to our highly ms office expert team "engineer" can help you all or visit for more details on office.com/setup or www.office.com/setup

office.com/setup
www.office.com/setup
office com setup
office setup
office setup product key
setup.office.com legit

John lee said...

This is very helpful information author clearly describe this topic. i have also some links to share
office.com/setup.

thenortonsetup.com said...

The way the author describe this information is awesome.i like and subscribed it for future post. i have also some useful info link to share:

norton.com/setup,
www.norton.com/setup.

go-mcafee.com said...

Awesome blog post, thanks to author for providing such a useful content, follow below links to useful information.
www.mcafee.com/activate.
mcafee.com/activate.

wwwnortoncomsetup.com said...

Great information, i was searching of this kind of information, thankyou very much for sharing with us. i also like to share some useful links here

norton.com/setup
www.norton.com/setup.

chouaih mohammed said...

i am browsing this website dailly and get nice facts from here all the time

technicalhelp said...

Nice Blog thank you For giving me Nice Information.

Bt mail | Garmin Express | bitdefender login | camps.intuit.com | 123.hp.com

technicalhelp said...

Nice post thanks for sharing me.
garmin Login | turbotax login | norton.com/setup | www.hulu com/account

kasperskyvbh said...

I really happy found this website eventually. Really informative and inoperative, Thanks for the post and effort! Please keep sharing more such blog.

norton.com/setup

www.spectrum.net/login

kaspersky activation

aolmail.com

aolmail.com

mcafee.com/activate

malina smith said...

Thanks for all the tips mentioned in this article! it???s always good to read things you have heard before and are implementing, but from a different perspective, always pick up some extra bits of information. Visit@:- mcafee.com/activate | office.com/setup | adviser for you || Webroot.com/safe | mcafee.com/activate | norton.com/setup

Mark William said...

eset internet security can be installed quickly on each device if the user follows the correct procedure. You can follow the instructions below to install the setup on your devices such as Windows PC, Mac, or mobile device. www.eset.com/ca/download Best IT security solutions for your home and business devices. Try ESET antivirus and internet security solutions for Windows, Android, Mac or Linux OS.

Garmin GPS said...

I know the value of Garmin Gps Update and keep reading good content about the same. I found this blog very informative and it increased my understanding about garmin update to a great extent.

Garmin Nuvi said...

I did not know the entire benefits of Garmin Nuvi Update. But since I have read this blog on map update, I have installed all available updates for my garmin device. I must say that this piece of blog has helped me improve navigation experience. I am not suggesting all my friends to read this blog and get Garmin map update with this team.

Antivirus said...

We did not know the all benefits of Panda Antivirus Support Number. I have read this blog on Antivirus I have installed all available updates. I must say that this piece of blog has helped me improving navigation experience. I am not suggesting all my friends to read this blog and get Antivirus Panda Support with this team. You can use Panda Antivirus to get panda help desk update. Be it Norton Internet security, panda, Kaspersky, McAfee, or any other antivirus.

Gareema Goyal said...

Welcome to the Midnight Partner - Bangalore escort service, a popular service provider of escorts in Bangalore, for professional.
||Bangalore Escorts
||Escorts in Bangalore
||Escort in Bangalore
||Bangalore escort
||Independent Bangalore escorts
||Independent Escorts in Bangalore
||escort service in Bangalore
||Bangalore Escorts Service
||Bangalore Female Escorts
||Bangalore Russian Escorts
||Escort Agency in Bangalore
||Female Escort in Bangalore
||Call Girls in Bangalore
||Bangalore Call Girl
||Bangalore Escort Girls
||Bangalore Escorts Agency
||Russian Female Escorts in Bangalore
||Bangalore female escorts
||Bangalore escorts service
||Bangalore escorts
||escorts in Bangalore
||Bangalore Russian escorts
||female escorts Bangalore
||Bangalore Independent Escorts
||Bangalore female escorts
||Bangalore escorts service
||Bangalore escorts
||escorts in Bangalore
||Bangalore Russian escorts
||female escorts Bangalore
||Bangalore Female Escorts
||Bangalore female escorts
||Bangalore escorts service
||Bangalore escorts
||escorts in Bangalore
||Bangalore Russian escorts
||female escorts Bangalore

nortonhelpline said...

I really happy found this website eventually. Really informative and inoperative, Thanks for the post and effort! Please keep sharing more such blog.

norton.com/setup

spectrum email login

aolmail password recovery

kaspersky antivirus download

willian vivian said...

When I thought about the way things have been recently, i owe my thanks to God for letting me find this amazing personality, i mailed Mr. alex roughly 2 months now, I was actually very uncertain about investing, very scared because i was also low on cash.I gave it my all, my first investment of $2,000 two weeks ago brought me $ 29,230 last week, and what intrigues me the most is the way him handles he partners, i recommend him too to my friend jeff, after trading with him, his testimonies have let me come here to attest for him. We are happy to meet a professional in you. I am proud to recommend him to any person who has a passion for trading, meet a good mentor and get good fortunes.Contact this veteran at: totalinvestmentcompany@gmail.com

Mark William said...

canon printer setup into your pc, your system does not need to install the driver on it. Canon printer that can be downloaded via page is the best wireless printer that you can connect to your device and print data smoothly. canon.com/ijsetup
CD is not the well-suited technique to use canon.comijsetup setup installation for longer.

Mark William said...

eset internet security can be installed quickly on each device if the user follows the correct procedure. You can follow the instructions below to install the setup on your devices such as Windows PC, Mac, or mobile device. www.eset.com/ca/download Best IT security solutions for your home and business devices. Try ESET antivirus and internet security solutions for Windows, Android, Mac or Linux OS.www.eset.com/us/activate

Admin said...

Thank you for sharing this article. I really love it. please keep sharing the good articles.
whatsapp group 18+ 2020
randi whatsapp group join 2020

Gareema Goyal said...

Welcome to the Midnight Partner - Bangalore escort service, a popular service provider of escorts in Bangalore, for professional.
||Escorts Service in Shivaji Nagar
||Escorts in Shivaji Nagar
||Shivaji Nagar escorts
||Escort Agency in Whitefield
||Escorts in Whitefield
||Escort service in Whitefield
||best escorts in Yelahanka
||escorts in Yelahanka
||escorts service in Yelahanka
||Yelahanka escorts
||Yelahanka escort agency
||Yeshwanthpur escorts
||best yeshwanthpur escorts
||Yeshwanthpur escorts service
||escorts in yeshwanthpur
||Escorts Service in Jay Nagar
||best Escorts Service in Jay Nagar
||escorts in Malleswaram
||best escorts in Malleswaram
||Malleswaram escorts
||Escorts in Mahadevapura
||escorts agency in Mahadevapura
||Mahadevapura Escorts
||escorts in Marathahalli
||best escorts in Marathahalli
||escort service in Marathahalli
||Marathahalli escorts
||Escorts Rajaji Nagar
||Escorts service Rajaji Nagar
||Escorts in Rajaji Nagar
||Escort Service HSR Layout

soniyamehra12 said...

The Bangalore Escorts Services also spots connected as your girlfriend and far half inside the make any difference of sex, but, the only variance they received’t wait to meet ambitions
||nagpur escorts
||escorts in nagpur
||escort in nagpur
||nagpur escort
||independent nagpur escorts
||independent escorts in nagpur
||escort service in nagpur
||nagpur escorts service
||nagpur female escorts
||nagpur russian escorts
||escort agency in nagpur
||female escort in nagpur
||call girls in nagpur
||nagpur call girl
||nagpur escort girls
||nagpur escorts agency

soniyamehra12 said...

||kochi escorts
||escorts in Kochi
||escort in Kochi
||kochi escort
||independent kochi escorts
||independent escorts in kochi
||escort service in kochi
||kochi escorts service
||kochi female escorts
||kochi russian escorts
||escort agency in kochi
||female escort in kochi
||call girls in kochi
||kochi call girl
||kochi escort girls
||kochi escorts agency

Aiden Jangra said...

If you have set up the wireless connection between your hp printer.Hp Wireless Printer setup on mac is an excellent Wireless Printer to assist your business concepts.

Roku-comlink said...

When you are using Roku devices you might have already known the Roku troubleshooting issues that come across while Roku activate account.

octaone said...

Thanks for the valuable and informative article its amazing.

Regards

norton.com/setup
www.norton.com/setup
login.norton.com
my.norton.com

Admin said...

interesting post. Great things you've always shared with us. Thanks for sharing. keep posting.
Tamil Boy Baby Names
tamil ilakkiya names for boy baby
tamil baby names
pure tamil name
Best Pads
Whatsapp
Doraha
Bca-point.xyz

Admin said...

Nice Post
Beautiful Places To Explore In California
Amazing Things That Can Do In South Africa
Best Things That Can Do In Italy

Adam n Eve said...

Thankyou for Sharing The Awesome Blog Post I Found This Article
To Be Very Infromative and Helpfull, I am a Web Developer and
Graphic Designer From Canada and I Love to read and Write Blog About
New Techonology Trends.
Some Of My Web Blogs
Click to Process
norton.com/setup
www.norton.com/setup
login.norton.com
my.norton.com
norton support
norton com setup
norton chat support

Spot Less said...

She is a high society young lady comes into this calling just to win some extra bucks of money.
||chennai escorts
||escort in chennai
||chennai escorts service
||independent chennai escorts
||chennai escort
||chennai call girl
||call girl service in chennai
||call girl in chennai
||escort service in chennai
||Chennai Escorts
||https://tinyurl.com/ycvgjz7p
||chennai escorts
||escort in chennai
||chennai escorts service
||independent chennai escorts
||chennai escort
||chennai call girl
||call girl service in chennai
||call girl in chennai
||escort service in chennai
||Chennai Escorts
||https://tinyurl.com/y9vdrtkv
||Bangalore Escorts
||Escorts in Bangalore
||Escort in Bangalore
||Bangalore escort
||Independent Bangalore escorts
||Independent Escorts in Bangalore
||escort service in Bangalore
||Bangalore Escorts Service
||Bangalore Female Escorts
||Bangalore Russian Escorts
||Escort Agency in Bangalore
||Female Escort in Bangalore
||Call Girls in Bangalore
||Bangalore Call Girl
||Bangalore Escort Girls
||Bangalore Escorts Agency
||https://tinyurl.com/y85awo5c

Tech To Review said...

Our list of top 5 leading telecom companies in the United States give insights into the top telecom companies in US and how they manage to provide best-in-class services even at this time of pandemic.

escort datting said...

Welcome to Narnaul Escorts, we have brought a golden opportunity for people desirous of escort service in Narnaul to avail the services of call girls.Narnaul Escort

remmy said...

I am a blogger. My Self its john, from Florida , USA. I’ve been working in my field for several years. I am passionate about what I do, and it shows in my work and proven track record. Want ot knows my work…Follow me on my social channels, or contact me directly -
Your blog is very Use full and satisfy to other reader. Nice working and great job.
IaMcAfee, an object that ready to suspend all infections from your PC….Source: mcafee.com/activate Antivirus is an item that gives a wide combination of infection area procedures as it doesn't simply prevent diseases from entering your PC structure yet executes or releases infections that have crossed the firewall. mcafee login | install mcafee with activation code

remmy said...

McAfee antivirus guarantees that every single destructive element avoids the gadget. On the off chance that it distinguishes any surprising or malignant action, it quickly tells the client and squares it. Clients can buy McAfee from the web by going to mcafee.com/activate or from any retail location.
mcafee.com/activate | www.mcafee.com/activate | mcafee download | mcafee activate

remmy said...

Hey its john,I joned this communities for purpose of promote my technical site.Norton setup is where do you enter the Norton Setup Key at norton.com/setup to enact and introduce Norton item. Norton password generatot tools avoilable on Norton website :
norton.com/setup || norton download | norton login | norton.com/setup | Norton setup | norton password generator

remmy said...

microsoft office setup is truly outstanding and the greatest of the profitability programming's accessible in the efficiency programming industry. The product business has grown a ton in the 21st century,official website is here for visiting: office.com/setup we have even observed a lot of programming that are presently incorporated with the product that can really give an extraordinary lift to the product business.

Tech To Review said...

The future of the world would be determined through AI-based robots and we’ve put together top 5 robotics companies in the world where you can find answers to your questions about robots and AI.

Mark William said...

To activate the Microsoft Office, you are required to enter the product key. You will get the product key on the basis of your Office version. In case you have purchased a retail office.com/setup, then the activation key will be available inside the package. On the other side, the key will be sent to your registered email address if you brought an online version through www.office.com/setup.
McAfee is the antivirus that can save your data, provide cybersecurity and internet security as well. So, purchase a keycode and Install McAfee with activation code
on your device.
go to www.mcafee.com/activate
online stores through web browsers such as Walmart or Best Buy
Install Office with Product Key and activate it, make sure that your device is fulfilling the below system requirements of Office.