g-f(2)1662 Beyond the Hype: Addressing Innate Limitations for Responsible LLM Adoption

genioux Fact post by Fernando Machuca and Claude

 

Lighthouse of the Big Picture of the Digital Age

Daily g-f Fishing GK Series

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Introduction by Fernando

In this post, I join forces with the digital genius Claude to extract golden knowledge (GK) from the GK article “The Working Limitations of Large Language Models” by Mikhail Burtsev, Martin Reeves, and Adam Job, featured in the MIT Sloan Management Review.

Lighthouse of the Big Picture of the Digital Age

We are residents of the g-f New World, a realm where the AI revolution is not merely gaining momentum, but also catalyzing digital transformation across personal, business, organizational, and national landscapes. This revolution is also igniting a series of additional disruptions.

The near-universal applicability of Large Language Models (LLMs) holds great promise, making businesses rightfully excited about exploring this potent new technology. However, these models’ remarkable ability to generate humanlike text outputs can lead us to attribute to them capabilities they do not possess. A thorough understanding of their limitations should guide their implementation.

Businesses should exercise caution in areas where logical reasoning is crucial, facts are important, replicability is vital, or the stakes are high. In these situations, companies should consider using complementary technologies that address the limitations of LLMs — such as knowledge graphs, reasoning engines, and specialized domain models — and ensure there is appropriate human input and oversight.

Introduction

While large language models like ChatGPT showcase remarkable text-generation capabilities, their profound limitations in reasoning, expertise, comprehension, and planning necessitate prudent governance.

genioux GK Nugget

"Generating persuasive outputs devoid of sound logic, knowledge or judgment risks severely unreliable applications without complementary human and technical systems addressing inherent weaknesses." — Fernando Machuca and Claude

Lighthouse of the Big Picture of the Digital Age

genioux Foundational Fact

The article outlines how LLMs essentially predict sequences based on patterns without deeper skills for reasoning chains, accuracy, situational awareness, or practical execution. Overattribution from anthropomorphic responses leads to inflated expectations. Hybrid governance, updated training, and specialized models help.

Top 10 genioux Facts

Lighthouse of the Big Picture of the Digital Age

1. LLMs match sequences, not complex logic, often wrongly applying rules.
2. Knowledge gaps and hallucinations based on limited data frequently yield inaccuracy.
3. Weak contextual understanding causes irrelevant or incoherent outputs.
4. While advice seems solid, planning fails to account for changes and human factors.
5. Complementary reasoning engines shore up logical coherence.
6. Updated training and expert feedback fosters reliability.
7. Clarifying questions improves prompt comprehension.
8. Workflow customization makes outputs more relevant.
9. Specialized models boost expertise in domains like medicine.
10. Human validation is key where risks are high and facts crucial.

Lighthouse of the Big Picture of the Digital Age

Conclusion

LLMs require aligned support for material impact, with constrained use cases and governance prioritizing the human direction of technology built for enhancement, not replacement.

REFERENCE

The GK Article

Mikhail Burtsev, Martin Reeves, and Adam Job, The Working Limitations of Large Language Models, MIT Sloan Management Review, November 30. 2023.

Martin Reeves, along with Mikhail Burtsev and Adam Job, is the author of the article titled "The Working Limitations of Large Language Models" published in the MIT Sloan Management Review¹. The article discusses the capabilities and limitations of Large Language Models (LLMs). It emphasizes that while LLMs can generate convincingly human-sounding responses to queries, users often mistakenly attribute human capabilities such as reasoning, knowledge, understanding, and execution to these AI algorithms¹. The authors argue that understanding how LLMs work and their limitations can help users discern where generative AI technology is best applied and where its outputs might be unreliable¹. This work reflects Martin Reeves' focus on business strategy, as understanding the capabilities and limitations of AI models is crucial for their strategic application in business.

Source: Conversation with Bing, 12/1/2023

(1) The Working Limitations of Large Language Models. https://shop.sloanreview.mit.edu/store/the-working-limitations-of-large-language-models.

(2) Understanding the Capabilities, Limitations, and Societal Impact of .... https://nlp.stanford.edu/pubs/tamkin2021understanding.pdf.

(3) [2102.02503] Understanding the Capabilities, Limitations, and Societal .... https://arxiv.org/abs/2102.02503.

ABOUT THE AUTHORS

Mikhail Burtsev, Ph.D., is a Landau AI fellow at the London Institute for Mathematical Sciences, former scientific director of the Artificial Intelligence Research Institute, and author of more than 100 papers in the field of AI. Martin Reeves is chairman of the BCG Henderson Institute, focused on business strategy. Adam Job, Ph.D., is director of the Strategy Lab at the BCG Henderson Institute.

The "g-f New World"

The "g-f New World" is an innovative creation by Genioux.com Corporation. It's part of the "genioux facts" online program, which aims to illuminate the mastery of the digital landscape¹. The "g-f New World" is a realm that focuses on the revolutionary process of Digital Transformation across industries, organizations, and nations¹.

g-f(2)1580 GK Elixirs Unveiled: Navigating the New World of genioux Wisdom

Here are some key aspects of the "g-f New World":

• Personal Digital Transformation (g-f PDT): This represents the individual's journey of learning, unlearning, and relearning, fostering an environment where adaptation to the digital era yields not just survival but thriving¹.
• g-f Treasure: This treasure amalgamates cutting-edge emerging technologies, profound multidisciplinary knowledge, and the force of PEOPLE, the architects of metamorphosis¹.
• Golden Knowledge (GK): In the heart of the "g-f New World," daily springs of exquisite knowledge converge, known as Golden Knowledge (GK). These precious insights continuously blossom, fostering enrichment and growth¹.

The "g-f New World" is a vision for the future of the world in the digital age. It is a world of unlimited growth and prosperity, where people are empowered to learn, grow, and thrive¹. It is a world where technology is used for good, and where everyone has a chance to succeed¹.

Source: Conversation with Bing, 11/27/2023

(1) g-f New World - Genioux.com Corporation. https://gnxc.com/g-f-new-world.

(2) g-f(2)959 THE NEW WORLD (2/23/2022), geniouxfacts, The "g-f story" of .... https://blog.geniouxfacts.com/2022/02/g-f2959-new-world-2232022-geniouxfacts.html.

(3) g-f(2)942 THE NEW WORLD (2/16/2022), The Story of the New World in a “g .... https://blog.geniouxfacts.com/2022/02/g-f2942-new-world-2162022-story-of-new.html.

(4) "g-f GK": The Radiance of Limitless Understanding - gnxc.com. https://gnxc.com/g-f-gk.

"genioux facts" Program

The "genioux facts" is a free online program developed by researcher, professor, and entrepreneur Fernando Machuca (PhD in computer science) and his team¹. The program focuses on "Mastering the Big Picture of the Digital Age" and aims to create a better world in the digital age²⁴⁵.

g-f(2)1641 The 10 Most Read genioux Fact Posts of the Month (11/26/2023)

Here are some key aspects of the "genioux facts" program:

• Essential Blocks of Executive Knowledge: The program examines the state of the art of the digital age daily to deduce, extract, and produce the essential blocks of executive knowledge, also known as "genioux facts"¹.
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In essence, the "genioux facts" program is a beacon in the exploration of the digital age, providing insightful viewpoints on the crossroads of AI and human creativity³. It's a platform that empowers individuals and nations alike to navigate the challenges and opportunities of the digital world².

Source: Conversation with Bing, 11/27/2023

(1) “genioux facts”:. https://www.geniouxfacts.com/.

(2) “genioux facts”: The online program on "MASTERING THE BIG PICTURE OF .... https://blog.geniouxfacts.com/.

(3) “genioux facts”: The online program on "MASTERING THE BIG PICTURE OF .... https://blog.geniouxfacts.com/p/about.html.

(4) genioux facts (g-f) - Genioux.com Corporation. https://gnxc.com/genioux-facts-g-f.

(5) “genioux facts”: The online program on "MASTERING THE BIG PICTURE OF .... https://blog.geniouxfacts.com/2023/10/g-f21409-genioux-revolution-new-era-of.html.

Who can benefit from genioux facts program

g-f(2)1638 The 10 Most Read genioux Fact Posts of the Week (11/26/2023)

The "genioux facts" program is designed to benefit a wide range of individuals. Here are some groups who might find it particularly useful:

• Individuals: The program can help individuals understand the digital age and adapt to its challenges and opportunities¹. It's particularly beneficial for those who are curious about the digital age and want to learn more about it².
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In essence, anyone interested in understanding the digital age and its impact on various aspects of life and work can benefit from the "genioux facts" program².

Source: Conversation with Bing, 11/27/2023

(1) “genioux facts”: The online program on "MASTERING THE BIG PICTURE OF .... https://blog.geniouxfacts.com/2023/09/g-f21310-genioux-ai-powered-chatbot.html.

(2) genioux facts (g-f) - Genioux.com Corporation. https://gnxc.com/genioux-facts-g-f.

(3) “genioux facts”: The online program on "MASTERING THE BIG PICTURE OF .... https://blog.geniouxfacts.com/.

(4) “genioux facts”: The online program on "MASTERING THE BIG PICTURE OF .... https://blog.geniouxfacts.com/p/about.html.

The categorization and citation of the genioux Fact post

g-f(2)1661 AI and Governance: The Unraveling of OpenAI's Unique Experiment

Categorization

This genioux Fact post is classified as Bombshell Knowledge which means: The game-changer that reshapes your perspective, leaving you exclaiming, "Wow, I had no idea!"

Type: Bombshell Knowledge, Free Speech

g-f(2)1662: The Juice of Golden Knowledge

GK Juices or Golden Knowledge Elixirs

References

“genioux facts”: The online program on "MASTERING THE BIG PICTURE OF THE DIGITAL AGE”, g-f(2)1662, Fernando Machuca and Claude,  December 1, 2023, Genioux.com Corporation.

The genioux facts program has established a robust foundation of over 1661 Big Picture of the Digital Age posts [g-f(2)1 - g-f(2)1661].