Sunday, March 19, 2023

g-f(2)1006 THE BIG PICTURE OF THE DIGITAL AGE (3/19/2023), Quanta magazine, The Unpredictable Abilities Emerging From Large AI Models





ULTRA-condensed knowledge


"g-f" fishing of golden knowledge (GK) of the fabulous treasure of the digital ageThe New World, The "Positive Disruption: AI Revolution" has accelerated


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Opportunity, Lessons learned, Warning, Quanta magazine

🎯EXCEPTIONAL GK Container


    genioux, Quanta magazine Fact: The Unpredictable Abilities Emerging From Large AI Models

    Foundational Fact: Understanding emergence could reveal answers to deep questions around AI and machine learning in general, like whether complex models are truly doing something new or just getting really good at statistics. It could also help researchers harness potential benefits and curtail emergent risks. 

    Surprising Fact: These models supposedly have one directive: to accept a string of text as input and predict what comes next, over and over, based purely on statistics. Computer scientists anticipated that scaling up would boost performance on known tasks, but they didn’t expect the models to suddenly handle so many new, unpredictable ones.

    Trending Fact: Recent investigations like the one Dyer worked on have revealed that LLMs can produce hundreds of “emergent” abilities — tasks that big models can complete that smaller models can’t, many of which seem to have little to do with analyzing text.

    Current Fact: Researchers are racing not only to identify additional emergent abilities but also to figure out why and how they occur at all — in essence, to try to predict unpredictability. 




    Genioux knowledge fact condensed as an image



    Extra-condensed knowledge



    The big picture of the digital age is knowledge that illuminates exceptional opportunities, relevant lessons learned, complex risks, significant challenges, key warnings, multiple threats and "positive" and "negative" disruptions.
    • “Despite trying to expect surprises, I’m surprised at the things these models can do,” said Ethan Dyer, a computer scientist at Google Research.
    • Recent investigations like the one Dyer worked on have revealed that LLMs can produce hundreds of “emergent” abilities — tasks that big models can complete that smaller models can’t, many of which seem to have little to do with analyzing text. They range from multiplication to generating executable computer code to, apparently, decoding movies based on emojis. New analyses suggest that for some tasks and some models, there’s a threshold of complexity beyond which the functionality of the model skyrockets. (They also suggest a dark flip side: As they increase in complexity, some models reveal new biases and inaccuracies in their responses.)
    • The Emergence of Emergence
      • Biologists, physicists, ecologists and other scientists use the term “emergent” to describe self-organizing, collective behaviors that appear when a large collection of things acts as one. Combinations of lifeless atoms give rise to living cells; water molecules create waves; murmurations of starlings swoop through the sky in changing but identifiable patterns; cells make muscles move and hearts beat.
    • Beyond Imitation
      • In 2020, Dyer and others at Google Research predicted that LLMs would have transformative effects — but what those effects would be remained an open question.
    • Unpredictable Powers and Pitfalls
      • Emergence leads to unpredictability, and unpredictability — which seems to increase with scaling — makes it difficult for researchers to anticipate the consequences of widespread use.


    Condensed knowledge


    "genioux facts", the programme on "MASTERING THE BIG PICTURE OF THE DIGITAL AGE”, builds GKPath digital freeway to accelerate everyone's success.

    "GKPath" is the free digital highway where there is no speed limit to grow.  GkPath is paved with blocks of golden knowledge.
    • Golden Knowledge (GK) illuminates the paths that lead to your greatness and to making a better world for all.
    • Golden Knowledge (GK) links the paths that lead to greatness and the construction of a better world for all.
    • When you travel The Golden Knowledge Path (GKPath), aware of how extraordinarily wonderful your brain is, how it can change, you understand why the focus of this programme is twofold on the transfer of essential golden knowledge and on teaching people to think.


    References





    ABOUT THE AUTHORS


    Stephen Ornes 


    Stephen Ornes is a science writer in Nashville, Tennessee. His book Math Art: Truth, Beauty, and Equations features the work of 19 artists who found inspiration in the heady ideas of math. He's also the host and creator of Calculated, a podcast collection of stories at the intersection of math and culture. Visit him online at stephenornes.com.




    Some relevant characteristics of this "genioux fact"

    • BREAKING KNOWLEDGE
    • Category 2: The Big Picture of the Digital Age
    • [genioux fact deduced or extracted from Quanta magazine]
    • This is a “genioux fact fast solution.”
    • Tag Opportunities to those travelling at high speed on GKPath
    • Type of essential knowledge of this “genioux fact”: Essential Analyzed Knowledge (EAK).
    • Type of validity of the "genioux fact". 

      • Inherited from sources + Supported by the knowledge of one or more experts.



    References


    “genioux facts”: The online programme on "MASTERING THE BIG PICTURE OF THE DIGITAL AGE”, g-f(2)1006, Fernando Machuca, March 19, 2023, blog.geniouxfacts.comgeniouxfacts.comGenioux.com Corporation.


    ABOUT THE AUTHORS


    PhD with awarded honors in computer science in France

    Fernando is the director of "genioux facts". He is the entrepreneur, researcher and professor who has a disruptive proposal in The Digital Age to improve the world and reduce poverty + ignorance + violence. A critical piece of the solution puzzle is "genioux facts"The Innovation Value of "genioux facts" is exceptional for individuals, companies and any kind of organization.




    The 100 most recent "genioux facts"


    • Some relevant and recent "genioux facts" from the g-f golden knowledge pyramid to master the big picture of the digital age. 
      1. g-f(2)1005 THE BIG PICTURE OF THE DIGITAL AGE (3/19/2023), Bloomberg, Google Is Making Breakthroughs Much Bigger Than AI
      2. g-f(2)1004 THE BIG PICTURE OF THE DIGITAL AGE (3/18/2023), The g-f New World News (3/17/2023, 2)
      3. g-f(2)1003 Lighthouse of the big picture of the digital age (3/17/2023), Your growth skyrockets with three addends: UAI + AI + PDT
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      6. g-f(2)1000 THE BIG PICTURE OF THE DIGITAL AGE (3/15/2023), geniouxfacts, Knowledge is GOLD!
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      8. g-f(2)998 THE BIG PICTURE OF THE DIGITAL AGE (3/14/2023), NYT, 10 Ways GPT-4 Is Impressive but Still Flawed
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      10. g-f(2)996 THE BIG PICTURE OF THE DIGITAL AGE (3/13/2023), geniouxfacts, Fast valuation of the gold of "The g-f New World News (3/13/2023, 3)"
      11. g-f(2)995 THE BIG PICTURE OF THE DIGITAL AGE (3/13/2023), geniouxfacts, 100 Golden Knowledge Juices From 10 Issues Of "The g-f New World News"
      12. g-f(2)994 THE BIG PICTURE OF THE DIGITAL AGE (3/12/2023), geniouxfacts, Extremely rare gold of "The g-f New World News (2/27/2023, 3)"
      13. g-f(2)993 THE BIG PICTURE OF THE DIGITAL AGE (3/12/2023), geniouxfacts, Fast valuation of the gold of "The g-f New World News (3/8/2023, 2)"
      14. g-f(2)992 THE BIG PICTURE OF THE DIGITAL AGE (3/11/2021), geniouxfacts, Valuing the gold of "The g-f New World News (3/10/2023, 3)"
      15. g-f(2)991 THE NEW WORLD (3/10/2023), geniouxfacts, 10 Golden Knowledge (GK) Containers on Digital Transformation (DT)
      16. g-f(2)990 Lighthouse of the big picture of the digital age (3/10/2023), Your Personal Digital Transformation (PDT) is potentially disruptive!
      17. g-f(2)989 Lighthouse of the big picture of the digital age (3/10/2023), Digital transformation is becoming more potentially disruptive every day
      18. g-f(2)988 Lighthouse of the big picture of the digital age (3/9/2023), The "Positive Disruption: AI Revolution" has accelerated
      19. g-f(2)987 THE NEW WORLD (3/8/2023), WSJ, How Google Became Cautious of AI and Gave Microsoft an Opening
      20. g-f(2)986 Lighthouse of the big picture of the digital age (3/8/2023), The New World is mostly colonized by global tech leaders
      21. g-f(2)985 Lighthouse of the big picture of the digital age (3/8/2023), The fundamental CHALLENGE is to find the right balance between running and transforming!
      22. g-f(2)984 Lighthouse of the big picture of the digital age (3/8/2023), We are in the emerging new age of transformation
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      27. g-f(2)979 THE NEW WORLD (3/31/2022), geniouxfacts, Essential Fact 8: The New World Is the Expression of FREEDOM
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      62. g-f(2)944 THE NEW WORLD NEWS (2/18/2022), geniouxfacts, The Golden Knowledge (GK) Accelerator Line for the Wise Colonization
      63. g-f(2)943 THE NEW WORLD (2/17/2022), The story of the New World in a single sentence
      64. g-f(2)942 THE NEW WORLD (2/16/2022), The Story of the New World in a “g-f KBP” Chart
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      68. g-f(2)938 THE NEW WORLD (2/14/2022), Korn Ferry, FUTURE OF WORK / THE GLOBAL TALENT CRUNCH
      69. g-f(2)937 THE NEW WORLD (2/14/2022), WSJ, The Technology That’s Helping Companies Thrive Amid the Supply-Chain Chaos
      70. g-f(2)936 THE NEW WORLD NEWS (2/14/2022), Bloomberg, U.S. Tech Firms Hunt for Cheap Home-Based Hires in Latin America
      71. g-f(2)935 Lighthouse of the big picture of the digital age (2/14/2022), g-f PDT: How to develop a “Growth Mindset”
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      78. g-f(2)928 THE NEW WORLD (2/12/2022), geniouxfacts, Golden knowledge (GK) to wisely resolve the current lose-lose situation between Russia and Ukraine
      79. g-f(2)927 THE NEW WORLD NEWS (2/11/2022), geniouxfacts, The list of “genioux facts" of the day
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      87. g-f(2)919 THE NEW WORLD NEWS (2/10/2022), geniouxfacts, 10 Golden Knowledge (GK) Containers on Metaverse
      88. g-f(2)918 THE BIG PICTURE OF THE DIGITAL AGE (2/10/2022), Media, Nathan Chen brilliantly won the Olympic gold his talent deserved
      89. g-f(2)917 THE NEW WORLD NEWS (2/9/2022), geniouxfacts, The list of “genioux facts" of the day
      90. g-f(2)916 THE NEW WORLD NEWS (2/9/2022), geniouxfacts, Free bet, do you know how to value golden knowledge (GK)?
      91. g-f(2)915 THE NEW WORLD (2/9/2022), Forbes, Why Do Startups Fail And Can We Create An AI Formula To Prevent Failure? An Interview With Harvard Business School Professor Tom Eisenmann
      92. g-f(2)914 THE NEW WORLD NEWS (2/9/2022), geniouxfacts, 10 Golden Knowledge (GK) Containers on Digital Transformation (DT)
      93. g-f(2)913 THE NEW WORLD NEWS (2/9/2022), geniouxfacts, 10 Golden Knowledge (GK) Containers on Artificial Intelligence (AI)
      94. g-f(2)912 THE NEW WORLD NEWS (2/9/2022), geniouxfacts, 10 Golden Knowledge (GK) Containers on Metaverse
      95. g-f(2)911 THE NEW WORLD NEWS (2/8/2022), geniouxfacts, 10 Golden Knowledge (GK) Containers on Digital Transformation (DT)
      96. g-f(2)910 THE NEW WORLD (2/8/2022), Accenture, Fjord Trends 2022: The new fabric of life
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      98. g-f(2)908 THE NEW WORLD NEWS (2/7/2022), geniouxfacts, 10 Golden Knowledge (GK) Containers on Artificial Intelligence (AI)
      99. g-f(2)907 THE NEW WORLD NEWS (2/7/2022), geniouxfacts, 10 Golden Knowledge (GK) Containers on Metaverse
      100. g-f(2)906 THE NEW WORLD (2/7/2022), Forbes, 6 Most Compelling Qualities Of Digitally Transformed Enterprises

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