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 age, The New World, The "Positive Disruption: AI Revolution" has accelerated


VIRAL IMAGE





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.com, geniouxfacts.com, Genioux.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
      4. g-f(2)1002 THE BIG PICTURE OF THE DIGITAL AGE (3/16/2023), NYT, Microsoft and Google Unveil A.I. Tools for Businesses
      5. g-f(2)1001 THE BIG PICTURE OF THE DIGITAL AGE (3/16/2023), geniouxfacts, Search engines are fabulous “co-pilots” for looking for GOLDEN KNOWLEDGE
      6. g-f(2)1000 THE BIG PICTURE OF THE DIGITAL AGE (3/15/2023), geniouxfacts, Knowledge is GOLD!
      7. g-f(2)999 THE BIG PICTURE OF THE DIGITAL AGE (3/14/2023), geniouxfacts, Brilliant strategic move by Google making visible an arsenal of benefits with its AI
      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
      9. g-f(2)997 THE BIG PICTURE OF THE DIGITAL AGE (3/14/2023), geniouxfacts, Generative AI will democratize all kinds of content creation
      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
      23. g-f(2)983 Lighthouse of the big picture of the digital age (3/6/2023), THE NEW WORLD IS TRANSFORMATION
      24. g-f(2)982 THE g-f NEW WORLD (1/30/2023), geniouxfacts, Classified and unclassified “genioux facts” for a disrupted g-f New World
      25. g-f(2)981 THE NEW WORLD (7/10/2022), geniouxfacts, The story of Xi and Putin is that of two leaders with delusions of grandeur and LOSING STRATEGIES
      26. g-f(2)980 THE NEW WORLD (4/7/2022), geniouxfacts, How Xi or Putin, against all odds, reinvent themselves on the right side of history
      27. g-f(2)979 THE NEW WORLD (3/31/2022), geniouxfacts, Essential Fact 8: The New World Is the Expression of FREEDOM
      28. g-f(2)978 THE NEW WORLD (3/22/2022), Essential Fact 7: To win the transformation game China-Russia proposes TERROR
      29. g-f(2)977 THE NEW WORLD (3/20/2022), geniouxfacts, Essential Fact 6: In the marvelous New World there is no place for terrorism
      30. g-f(2)976 THE NEW WORLD (3/18/2022), geniouxfacts, Essential Fact 5: Disrupted in the New World, could autocratic Chinese rule be reinvented?
      31. g-f(2)975 THE NEW WORLD (3/17/2022), geniouxfacts, Essential Fact 4: Russian and Chinese autocratic governments have been disrupted in the New World
      32. g-f(2)974 THE NEW WORLD (3/16/2022), geniouxfacts, Essential Fact 3: China (Xi Jinping) has destroyed the trust of its best partners
      33. g-f(2)973 THE NEW WORLD (3/15/2022), geniouxfacts, Essential Fact 2: The people of Russia are fabulous, their autocratic rule is a disgrace
      34. g-f(2)972 THE NEW WORLD (3/15/2022), geniouxfacts, Essential Fact 1: The people of China are fabulous, not their autocratic government
      35. g-f(2)971 THE NEW WORLD (3/12/2022), geniouxfacts, Demonic China-Russia alliance sparked Putin's senseless war
      36. g-f(2)970 THE NEW WORLD NEWS (3/7/2022), geniouxfacts, The 10 most read "genioux facts" of the month
      37. g-f(2)969 THE NEW WORLD NEWS (3/7/2022), geniouxfacts, The 10 most read "genioux facts" of the week
      38. g-f(2)968 THE NEW WORLD (3/2/2022), geniouxfacts, How humans learned to value the price of freedom
      39. g-f(2)967 THE NEW WORLD (3/1/2022), geniouxfacts, Putin's war is the war of ignorance in the New World
      40. g-f(2)966 THE NEW WORLD NEWS (2/27/2022), geniouxfacts, The 10 most read "genioux facts" of the month
      41. g-f(2)965 THE NEW WORLD NEWS (2/27/2022), geniouxfacts, The 10 most read "genioux facts" of the week
      42. g-f(2)964 THE NEW WORLD NEWS (2/27/2022), Media, Putin's wise thing is to stop this senseless war
      43. g-f(2)963 THE NEW WORLD NEWS (2/26/2022), CNN + Fox Business, Putin's war was launched on a runway of lies
      44. g-f(2)962 THE NEW WORLD NEWS (2/24/2022), WSJ, Putin’s New World Disorder
      45. g-f(2)961 THE NEW WORLD (2/25/2022), geniouxfacts, Leaders who transcend do not live in vicious circles of ignorance
      46. g-f(2)960 THE NEW WORLD (2/24/2022), msn, TIME, Putin Wants Revenge Not Just Against Ukraine But the U.S. And Its Allies
      47. g-f(2)959 THE NEW WORLD (2/23/2022), geniouxfacts, The "g-f story" of how leaders prove their greatness in the New World
      48. g-f(2)958 THE NEW WORLD (2/23/2022), geniouxfacts, The "g-f story" of how Putin can overcome his vicious circle of ignorance
      49. g-f(2)957 THE NEW WORLD (2/22/2022), geniouxfacts, The "g-f story" of the fabulous treasure of the New World
      50. g-f(2)956 THE NEW WORLD NEWS (2/21/2022), geniouxfacts, The list of “genioux facts" of the day
      51. g-f(2)955 THE NEW WORLD (2/21/2022), WSJ, Why Apple, Amazon and Google Are Uniting on Smart-Home Tech: Matter Explained
      52. g-f(2)954 THE NEW WORLD (2/21/2022), HBR, In a Hybrid World, Your Tech Defines Employee Experience
      53. g-f(2)953 THE NEW WORLD (2/21/2022), MIT SMR, Creating Good Jobs
      54. g-f(2)952 THE NEW WORLD (2/21/2022), geniouxfacts, Exceptional Golden Knowledge (GK) by Stephen Covey: Work on your paradigms!
      55. g-f(2)951 THE NEW WORLD (2/21/2022), s+b, PwC, Leaders should revisit the works of three corporate culture pioneers
      56. g-f(2)950 THE NEW WORLD NEWS (2/20/2022), geniouxfacts, The 10 most read "genioux facts" of the month
      57. g-f(2)949 THE NEW WORLD NEWS (2/20/2022), geniouxfacts, The 10 most read "genioux facts" of the week
      58. g-f(2)948 THE NEW WORLD (2/19/2022), PwC, The "g-f story" of going beyond digital to win
      59. g-f(2)947 THE NEW WORLD (2/18/2022), PwC + s+b, Seven imperatives for moving beyond digital
      60. g-f(2)946 THE NEW WORLD (2/18/2022), MIT SMR, Top Performers Have a Superpower: Happiness
      61. g-f(2)945 THE NEW WORLD (2/18/2022), MIT SMR, Companies Are Making Serious Money With AI
      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
      65. g-f(2)941 THE NEW WORLD (2/16/2022), The “g-f stories” to your greatness and to help build a much better world for all
      66. g-f(2)940 THE NEW WORLD NEWS (2/14/2022), geniouxfacts, The list of “genioux facts" of the day
      67. g-f(2)939 THE NEW WORLD (2/14/2022), Korn Ferry, Future of Work Trends in 2022: A new era of humanity
      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”
      72. g-f(2)934 THE NEW WORLD NEWS (2/13/2022), geniouxfacts, The 10 most read "genioux facts" of the month
      73. g-f(2)933 THE NEW WORLD NEWS (2/13/2022), geniouxfacts, The 10 most read "genioux facts" of the week
      74. g-f(2)932 THE NEW WORLD NEWS (2/12/2022), geniouxfacts, The list of “genioux facts" of the day
      75. g-f(2)931 THE NEW WORLD NEWS (2/12/2022), WSJ, OpenSea’s NFT Free-for-All
      76. g-f(2)930 THE NEW WORLD (2/12/2022), MIT SMR, A Global Brand President’s View of the Future of Work
      77. g-f(2)929 THE NEW WORLD (2/12/2022), HBR, Skills-Based Hiring Is on the Rise
      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
      80. g-f(2)926 THE NEW WORLD NEWS (2/11/2022), geniouxfacts, 10 Golden Knowledge (GK) Containers on Artificial Intelligence (AI)
      81. g-f(2)925 THE NEW WORLD (2/11/2022), strategy+business, Building a culture of learning at work
      82. g-f(2)924 THE NEW WORLD (2/11/2022), WHO, Ensuring artificial intelligence (AI) technologies for health benefit older people
      83. g-f(2)923 THE NEW WORLD (2/11/2022), yahoo!news, WWD, L’Oréal’s CEO Addresses Beauty Industry Transformation
      84. g-f(2)922 THE NEW WORLD NEWS (2/10/2022), geniouxfacts, The list of “genioux facts" of the day
      85. g-f(2)921 THE NEW WORLD (2/10/2022), PwC, Demystifying the metaverse
      86. g-f(2)920 THE NEW WORLD (2/10/2022), WSJ, Forget the Office—Salesforce Is Making a Wellness Retreat for Workers
      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
      97. g-f(2)909 THE NEW WORLD NEWS (2/7/2022), geniouxfacts, The list of “genioux facts" of the day
      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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