* . *
  • About
  • Advertise
  • Privacy & Policy
  • Contact
Sunday, June 29, 2025
Earth-News
  • Home
  • Business
  • Entertainment
    Susquehanna Raises Penn Entertainment Inc. (PENN) Price Target. – Yahoo Finance

    Susquehanna Raises Price Target for Penn Entertainment Inc. (PENN)

    George Lopez is coming to Spokane – KXLY.com

    George Lopez is coming to Spokane – KXLY.com

    Netflix unveils Dallas immersive venue for fans of hit shows like ‘Squid Game,’ ‘Stranger Things’ – Houston Chronicle

    Step Inside Netflix’s New Dallas Immersive Experience Featuring Hits Like ‘Squid Game’ and ‘Stranger Things

    ‘Puttin’ on the Ritz’: Civic Players bring ‘Young Frankenstein’ to life – Yahoo

    Civic Players Deliver a Hilarious and Unforgettable Performance of ‘Young Frankenstein

    ‘Wheel of Fortune’: Amputee Wins $60,000 After Breaking Incredible ‘Curse’ – Hastings Tribune

    Wheel of Fortune’ Amputee Breaks Incredible ‘Curse’ to Win $60,000!

    North Star Sports & Entertainment Network: Coming soon – KTTC News

    North Star Sports & Entertainment Network: Coming soon – KTTC News

  • General
  • Health
  • News

    Cracking the Code: Why China’s Economic Challenges Aren’t Shaking Markets, Unlike America’s” – Bloomberg

    Trump’s Narrow Window to Spread the Truth About Harris

    Trump’s Narrow Window to Spread the Truth About Harris

    Israel-Gaza war live updates: Hamas leader Ismail Haniyeh assassinated in Iran, group says

    Israel-Gaza war live updates: Hamas leader Ismail Haniyeh assassinated in Iran, group says

    PAP Boss to Niger Delta Youths, Stay Away from the Protest

    PAP Boss to Niger Delta Youths, Stay Away from the Protest

    Court Restricts Protests In Lagos To Freedom, Peace Park

    Court Restricts Protests In Lagos To Freedom, Peace Park

    Fans React to Jazz Jennings’ Inspiring Weight Loss Journey

    Fans React to Jazz Jennings’ Inspiring Weight Loss Journey

    Trending Tags

    • Trump Inauguration
    • United Stated
    • White House
    • Market Stories
    • Election Results
  • Science
  • Sports
  • Technology
    Mirrors in space and underwater curtains: can technology buy us enough time to save the Arctic ice caps? – The Guardian

    Can Technology Like Space Mirrors and Underwater Curtains Buy Us Time to Save the Arctic Ice Caps?

    Naples restaurant owner prepares for hurricane season with new flood technology – Fox4Now.com

    Naples restaurant owner prepares for hurricane season with new flood technology – Fox4Now.com

    Emerging Memory and Storage Technology Market Analysis Report 2025-2034 | AI and HPC Boom Fuels Surging Demand for Fast, Low-Power Memory Devices – Yahoo Finance

    How AI and HPC Are Driving Explosive Growth in Fast, Low-Power Memory Technologies Through 2034

    Ostin Technology (OST): Volatility’s Warning or Contrarian Opportunity? – AInvest

    Ostin Technology (OST): Navigating Market Volatility – Red Flag or Hidden Opportunity?

    St. Francis Medical Center brings advanced robotic surgery technology to Northeast Louisiana – KNOE

    St. Francis Medical Center brings advanced robotic surgery technology to Northeast Louisiana – KNOE

    Wayve Expands Engineering Leadership to Power Next-Gen Autonomous Driving Technology – Silicon Canals

    Wayve Boosts Engineering Leadership to Accelerate Next-Gen Autonomous Driving Innovation

    Trending Tags

    • Nintendo Switch
    • CES 2017
    • Playstation 4 Pro
    • Mark Zuckerberg
No Result
View All Result
  • Home
  • Business
  • Entertainment
    Susquehanna Raises Penn Entertainment Inc. (PENN) Price Target. – Yahoo Finance

    Susquehanna Raises Price Target for Penn Entertainment Inc. (PENN)

    George Lopez is coming to Spokane – KXLY.com

    George Lopez is coming to Spokane – KXLY.com

    Netflix unveils Dallas immersive venue for fans of hit shows like ‘Squid Game,’ ‘Stranger Things’ – Houston Chronicle

    Step Inside Netflix’s New Dallas Immersive Experience Featuring Hits Like ‘Squid Game’ and ‘Stranger Things

    ‘Puttin’ on the Ritz’: Civic Players bring ‘Young Frankenstein’ to life – Yahoo

    Civic Players Deliver a Hilarious and Unforgettable Performance of ‘Young Frankenstein

    ‘Wheel of Fortune’: Amputee Wins $60,000 After Breaking Incredible ‘Curse’ – Hastings Tribune

    Wheel of Fortune’ Amputee Breaks Incredible ‘Curse’ to Win $60,000!

    North Star Sports & Entertainment Network: Coming soon – KTTC News

    North Star Sports & Entertainment Network: Coming soon – KTTC News

  • General
  • Health
  • News

    Cracking the Code: Why China’s Economic Challenges Aren’t Shaking Markets, Unlike America’s” – Bloomberg

    Trump’s Narrow Window to Spread the Truth About Harris

    Trump’s Narrow Window to Spread the Truth About Harris

    Israel-Gaza war live updates: Hamas leader Ismail Haniyeh assassinated in Iran, group says

    Israel-Gaza war live updates: Hamas leader Ismail Haniyeh assassinated in Iran, group says

    PAP Boss to Niger Delta Youths, Stay Away from the Protest

    PAP Boss to Niger Delta Youths, Stay Away from the Protest

    Court Restricts Protests In Lagos To Freedom, Peace Park

    Court Restricts Protests In Lagos To Freedom, Peace Park

    Fans React to Jazz Jennings’ Inspiring Weight Loss Journey

    Fans React to Jazz Jennings’ Inspiring Weight Loss Journey

    Trending Tags

    • Trump Inauguration
    • United Stated
    • White House
    • Market Stories
    • Election Results
  • Science
  • Sports
  • Technology
    Mirrors in space and underwater curtains: can technology buy us enough time to save the Arctic ice caps? – The Guardian

    Can Technology Like Space Mirrors and Underwater Curtains Buy Us Time to Save the Arctic Ice Caps?

    Naples restaurant owner prepares for hurricane season with new flood technology – Fox4Now.com

    Naples restaurant owner prepares for hurricane season with new flood technology – Fox4Now.com

    Emerging Memory and Storage Technology Market Analysis Report 2025-2034 | AI and HPC Boom Fuels Surging Demand for Fast, Low-Power Memory Devices – Yahoo Finance

    How AI and HPC Are Driving Explosive Growth in Fast, Low-Power Memory Technologies Through 2034

    Ostin Technology (OST): Volatility’s Warning or Contrarian Opportunity? – AInvest

    Ostin Technology (OST): Navigating Market Volatility – Red Flag or Hidden Opportunity?

    St. Francis Medical Center brings advanced robotic surgery technology to Northeast Louisiana – KNOE

    St. Francis Medical Center brings advanced robotic surgery technology to Northeast Louisiana – KNOE

    Wayve Expands Engineering Leadership to Power Next-Gen Autonomous Driving Technology – Silicon Canals

    Wayve Boosts Engineering Leadership to Accelerate Next-Gen Autonomous Driving Innovation

    Trending Tags

    • Nintendo Switch
    • CES 2017
    • Playstation 4 Pro
    • Mark Zuckerberg
No Result
View All Result
Earth-News
No Result
View All Result
Home Business

3 principles for regulatory-grade large language model application

July 12, 2023
in Business
3 principles for regulatory-grade large language model application
Share on FacebookShare on Twitter

As we move forward in the age of AI, we can ensure that the integration of LLMs into regulated industries is both beneficial and safe by maintaining a steadfast commitment to the principles of explainability, privacy, and responsibility.

In recent years, we have witnessed a tidal wave of progress and excitement around large language models (LLMs) such as ChatGPT and GPT-4. These cutting-edge models can potentially transform industries, especially in regulated sectors like healthcare and life sciences, where they could be used for drug discovery, clinical trial analysis, improved diagnostics, personalized patient care, and more.

As promising as these LLMs are, certain principles must be upheld before they can be fully integrated into regulated industries. At John Snow Labs, we have identified three core principles that underlie our approach when integrating LLMs into our products and solutions. In this blog post, we will delve deeper into each of these principles and provide concrete examples to illustrate their importance.

1. The No-BS Principle

Under the No-BS Principle, it is unacceptable for LLMs to hallucinate or produce results without explaining their reasoning. This can be dangerous in any industry, but it is particularly critical in regulated sectors such as healthcare, where different professionals have varying tolerance levels for what they consider valid.

For example, a good result in a single clinical trial may be enough to consider an experimental treatment or follow-on trial but not enough to change the standard of care for all patients with a specific disease. In order to prevent misunderstandings and ensure the safety of all parties involved, LLMs should provide results backed by valid data and cite their sources. This allows human users to verify the information and make informed decisions.

Moreover, LLMs should strive for transparency in their methodologies, showcasing how they arrived at a given conclusion. For instance, when generating a diagnosis, an LLM should provide not only the most probable disease but also the symptoms and findings that led to that conclusion. This level of explainability will help build trust between users and the artificial intelligence (AI) system, ultimately leading to better outcomes.

2. The No-Sharing Principle

Under the No Data Sharing Principle, it is crucial that organizations are not required to share sensitive data—whether their proprietary information or personal details—to use these advanced technologies. Companies should be able to run the software within their own firewalls, under their full set of security and privacy controls, and in compliance with country-specific data residency laws, without ever sending any data outside their networks.

This does not mean that organizations must give up the advantages of cloud computing. On the contrary, the software can still be deployed with one click on any public or private cloud, managed, and scaled accordingly. However, the deployment can be done within an organization’s own virtual private cloud (VPC), ensuring that no data ever leaves their network. In essence, users should be able to enjoy the benefits of LLMs without compromising their data or intellectual property.

To illustrate this principle in action, consider a pharmaceutical company using an LLM to analyze proprietary data on a new drug candidate. The company must ensure that their sensitive information remains confidential and protected from potential competitors. By deploying the LLM within their own VPC, the company can benefit from the AI’s insights without risking the exposure of their valuable data.

3. The No Test Gaps Principle

Under the No Test Gaps Principle, it is unacceptable that LLMs are not tested holistically with a reproducible test suite before deployment. All dimensions that impact performance must be tested: accuracy, fairness, robustness, toxicity, representation, bias, veracity, freshness, efficiency, and others. In short, providers must demonstrate that their models are safe and effective.

To achieve this, the tests themselves should be public, human-readable, executable using open-source software, and independently verifiable. Although metrics may not always be perfect, they must be transparent and available across a comprehensive risk management framework. A provider should be able to show a customer or a regulator the test suite that was used to validate each version of the model.

A practical example of the No Test Gaps Principle in action can be found in the development of an LLM for diagnosing medical conditions based on patient symptoms. Providers must ensure that the model is tested extensively for accuracy, taking into account various demographic factors, potential biases, and the prevalence of rare diseases. Additionally, the model should be evaluated for robustness, ensuring that it remains effective even when faced with incomplete or noisy data. Lastly, the model should be tested for fairness, ensuring that it does not discriminate against any particular group or population.

By making these tests public and verifiable, customers and regulators can have confidence in the safety and efficacy of the LLM, while also holding providers accountable for the performance of their models.

In summary, when integrating large language models into regulated industries, we must adhere to three key principles: no-bs, no data sharing, and no test gaps. By upholding these principles, we can create a world where LLMs are explainable, private, and responsible, ultimately ensuring that they are used safely and effectively in critical sectors like healthcare and life sciences.

As we move forward in the age of AI, the road ahead is filled with exciting opportunities, as well as challenges that must be addressed. By maintaining a steadfast commitment to the principles of explainability, privacy, and responsibility, we can ensure that the integration of LLMs into regulated industries is both beneficial and safe. This will allow us to harness the power of AI for the greater good, while also protecting the interests of individuals and organizations alike.

>>> Read full article>>>
Copyright for syndicated content belongs to the linked Source : CIO – https://www.cio.com/article/645602/3-principles-for-regulatory-grade-large-language-model-application.html

Tags: businessprinciplesregulatory-grade
Previous Post

New world, new CIO: How emerging realities are shaping the CIO’s job

Next Post

‎Riyad Capital ‘market maker’ on Al Rajhi Bank, Americana

Mirrors in space and underwater curtains: can technology buy us enough time to save the Arctic ice caps? – The Guardian

Can Technology Like Space Mirrors and Underwater Curtains Buy Us Time to Save the Arctic Ice Caps?

June 29, 2025
Guirassy latest candidate for Milan attack with 70m price tag – Yahoo Sports

Guirassy Emerges as Milan’s Top Striker Target with €70 Million Price Tag

June 29, 2025
‘Half the tree of life’: ecologists’ horror as nature reserves are emptied of insects – The Guardian

Half the Tree of Life at Risk: Ecologists Warn as Insect Populations Plummet in Nature Reserves

June 29, 2025
Health, science cuts affect future jobs – The Acorn

Health, science cuts affect future jobs – The Acorn

June 29, 2025
Why Some People Have Absolutely No Sense Of Direction, According To Science – YourTango

Why Do Some People Struggle with Direction? The Surprising Science of Getting Lost

June 29, 2025
Cardiologist shares how stress and modern lifestyle are raising heart risks in 30s and 40s: ‘Don’t wait for chest pain’ | Health – Hindustan Times – Hindustan Times

Cardiologist shares how stress and modern lifestyle are raising heart risks in 30s and 40s: ‘Don’t wait for chest pain’ | Health – Hindustan Times – Hindustan Times

June 29, 2025
79-year old man competing in his 16th World Police and Fire Games – WVTM

79-year old man competing in his 16th World Police and Fire Games – WVTM

June 29, 2025
The Economy Is So Off the Rails That They’re Trying to Figure Out How to Make Ads Specifically Targeted at AI Bots – Futurism

The Economy Is So Off the Rails That They’re Trying to Figure Out How to Make Ads Specifically Targeted at AI Bots – Futurism

June 29, 2025

WATCH: Health Secretary RFK Jr. Faces Intense Questioning on Vaccine Policy and Transparency in House Hearing

June 29, 2025
Jimmy Patronis hails House passage of bill benefitting military, veterans – Florida Politics

Jimmy Patronis Cheers House Approval of Landmark Bill Backing Military and Veterans

June 29, 2025

Categories

Archives

June 2025
MTWTFSS
 1
2345678
9101112131415
16171819202122
23242526272829
30 
« May    
Earth-News.info

The Earth News is an independent English-language daily published Website from all around the World News

Browse by Category

  • Business (20,132)
  • Ecology (700)
  • Economy (723)
  • Entertainment (21,613)
  • General (15,621)
  • Health (9,762)
  • Lifestyle (728)
  • News (22,149)
  • People (724)
  • Politics (729)
  • Science (15,940)
  • Sports (21,220)
  • Technology (15,708)
  • World (703)

Recent News

Mirrors in space and underwater curtains: can technology buy us enough time to save the Arctic ice caps? – The Guardian

Can Technology Like Space Mirrors and Underwater Curtains Buy Us Time to Save the Arctic Ice Caps?

June 29, 2025
Guirassy latest candidate for Milan attack with 70m price tag – Yahoo Sports

Guirassy Emerges as Milan’s Top Striker Target with €70 Million Price Tag

June 29, 2025
  • About
  • Advertise
  • Privacy & Policy
  • Contact

© 2023 earth-news.info

No Result
View All Result

© 2023 earth-news.info

No Result
View All Result

© 2023 earth-news.info

Go to mobile version