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Thursday, December 9, 2021

DeepMind says its new language model can beat others 25 times its size

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12.09.21
Good morning! Today: DeepMind has finally entered the language AI space—and it's making some big claims about its new model's capabilities. Also: two doses of the Pfizer vaccine can't stop omicron, but a booster on top can. Get your friends to sign up here to get The Download every day.

DeepMind says its new language model can beat others 25 times its size
 

DeepMind has entered the chat: UK-based AI lab DeepMind has just unveiled its own large language model—and is making some big claims about its capabilities. 

Go big or go home: Language models generate text by predicting what words come next in a sentence or conversation and have become a dominant trend in AI since OpenAI released its language model GPT-3 two years ago. Most of the big AI labs have since released their own versions, including Google, Facebook and Microsoft. Until now, DeepMind had been conspicuous by its absence.

Remember this: DeepMind’s version, called RETRO (for “Retrieval-Enhanced Transformer”), is an AI with a twist: it’s enhanced with an external memory in the form of a vast database containing passages of text, which it uses as a kind of cheat sheet when generating new sentences. 

Impressive claims: The firm says RETRO matches the performance of neural networks 25 times its size, cutting the time and cost needed to train very large models. The researchers also claim that the database makes it easier to analyze what the AI has learned, which could help with filtering out bias and toxic language. Read the full story.

—Will Douglas Heaven


Pfizer’s vaccine takes a “very large” hit from omicron—but boosters help

​​The bad news: A double dose of the Pfizer-BioNTech covid-19 vaccine can’t stop the omicron version of the virus, according to lab tests, but a booster should be enough. The first lab results since omicron was detected point to a steep decrease in how well antibodies against the original virus block omicron: the tests show that potency drops off by a factor of 25 to 40. That indicates that individuals who have received two vaccines will most likely not have a significant prevention against infection.

The good news: Results were much better among people who had received a booster in the form of a third dose of the Pfizer-BioNTech vaccine. In that case, the vaccine’s ability to block the coronavirus was essentially restored. And even two vaccine doses could still prevent the variant from killing people. That’s because vaccines create immunity not only via antibodies but also through long-lived memory cells, including T cells. Omicron’s mutations, for the most part, do not fall in areas targeted by the T cells that BioNTech has studied. 

What’s next: BioNTech says it’s already designed an omicron vaccine and could shift its entire manufacturing process over by March. Read the full story.

—Antonio Regalado 

We can still have nice things

A place for comfort, fun and distraction in these weird times. (Got any ideas? Drop me a line or tweet 'em at me.)

  + Someone turned Elizabeth Holmes’ voice notes into a version of “Fitter Happier” by Radiohead and it’s amazing
  + There’s some seriously cool stuff on this list of “52 things I learned in 2021.”
  + I love this Russian tattoo artist’s designs
  + As the seasons change, so does the color of reindeers’ eyes.
  + Jon Foreman’s beach art is best appreciated from above.
  + Love this story about a retired doctor who got his physics PhD at the age of 89. 
  + This snippet about an owl-related identity mix-up made me laugh. 
  + The year in vibes.

Are you intellectually curious? Tech-obsessed? We are too.  

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The must-reads

I’ve combed the internet to find you today’s most fun/important/scary/fascinating stories about technology.

1 South Africa is seeing hospital wards start to fill with children
But it’s still too early to draw any firm conclusions about omicron. (NYT $)
  + New restrictions are being imposed in the UK as cases keep rising. (BBC)
  + There’s rising anger there over holiday parties attended by officials last year which broke national rules. (NYT $)
  + Cases and deaths are rising in the US too. (Axios)
  + The pandemic is raging on in New Mexico. (New Yorker $)
  + Covid attacks fat tissue, which explains why overweight people are at higher risk. (NYT $) 

2 People are getting married in the metaverse 💑
I’d rather attend a wedding in the meatverse, personally, but each to their own. (NYT $)
 
3 For renewables to succeed, we need the US grid to improve 
Right now, the creaking grid is a significant barrier to progress on clean energy. (Wired $) 
  + The $1 trillion infrastructure bill is a baby step toward the US grid we need. (TR

4 Italy fined Amazon nearly $1.3 billion for breaking antitrust laws
While the US keeps debating, Europe’s acting—though fines alone don’t seem to have changed much so far. (Reuters $)
 
5 Jihadists are co-opting the alt-right’s playbook
What a mixed-up, muddled-up world this is. (Wired $)
 
6 A big gaming company’s plan to get into NFTs makes no sense
All of the functions Ubisoft touts could more easily be done through a central database. (Ars Technica)
  + Wikipedia’s editors are furious with co-founder Jimmy Wales for auctioning his first edit as an NFT. (Vice

7 The guy who threw away half a billion dollars’ worth of bitcoin
Eight years on, he’s still trying to get it back. (New Yorker $)
 
8 A working phone is the most important thing a refugee can own
Despite governments’ efforts to weaponize them through surveillance. (The Verge)
 
9 Japan’s elders are getting into gaming 🎮
And they’re taking it very seriously. (WSJ $)
  + Millennials are rediscovering their love for The Sims. (Wired $) 

10 What Americans googled in 2021
A bizarre mishmash of stimulus checks, TikTok pasta, crypto, and loneliness. (Recode)
Quote of the day

“We had to manually give them food like in ancient times.”

—Kyle Lerner, a 29-year-old small business owner, tells the Wall Street Journal that his cats’ automatic feeder stopped working due to the Amazon Web Services’ outage this week.

Charlotte Jee

Top image credit: MS TECH | GETTY

Please send Sims to hi@technologyreview.com.

Follow me on Twitter at @charlottejee. Thanks for reading!

—Charlotte

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If you are wondering where the pages that contained the words "excerpt", "Introducing" or other words indicating I was quoting a book have all gone, I migrated all of them over to Posts and Posted them all on August 18 and August 19 2024. I did that so you could use the search widget that is built in to the blog on the upper right hand corner. You will be happy to know that there are more of them than just the batch that were migrated, there were also lots of posts that contained the same words that did not have to be migrated over, they were there all along. I am really enjoying doing introductions and excerpts because it really makes for powerful and fascinating reading when I do them. You get the feeling you are in a bookstore holding a book in your hand looking at the table of contents and deciding whether or not to buy the book.


The following website is called Indie Reader and the founder is Amy Edelman . it is an Arts & Humanities Website (the company is called Edelman Books/Media)
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Human Trafficking Victims Program Introduction


She said two urls that are no longer the urls to use.
The first one, www.dhs.gov/humantrafficking automatically becomes www.dhs.gov/blue-campaign
The facebook site was the old site which does not automatically update to the following, the new facebook site is http://facebook.com/dhsbluecampaign
Click this link to search all of the DHS site for mentions of the Blue Campaign


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