* . *
  • About
  • Advertise
  • Privacy & Policy
  • Contact
Sunday, June 1, 2025
Earth-News
  • Home
  • Business
  • Entertainment

    Unveiling the Enigmatic: First Looks at Destruction and Puck in ‘The Sandman

    Jackie Chan Reveals This Family Member ‘Never Watched’ The Whole Of Any Of His Movies – Yahoo

    Jackie Chan Reveals This Family Member ‘Never Watched’ The Whole Of Any Of His Movies – Yahoo

    Mavs CEO holds firm on new arena, entertainment district in Dallas – Dallas News

    Mavs CEO Stands Strong on Vision for New Arena and Entertainment District in Dallas

    Entertainment: On Your Marks, Get Set, Beer Run! – Urban Milwaukee

    Get Ready to Race: The Ultimate Beer Run Experience Awaits!

    Rachel Guttman Launches Entertainment Law Firm Gutt Law, PLLC [Exclusive] – MusicRow.com

    Rachel Guttman Unveils Exciting New Entertainment Law Firm: Gutt Law, PLLC!

    HYBE Cashes In: Offloads Final Stake in K-Pop Rival SM Entertainment for $177 Million!

  • 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
    Bajeed Pattan Joins Forbes Technology Council as Innovation Leader – PRWeb

    Bajeed Pattan Takes the Helm as Innovation Leader at Forbes Technology Council!

    Lafayette Regional Technology Council – Tech Leadership That’s Homegrown and Future-Focused – Discover Lafayette

    Lafayette Regional Technology Council – Tech Leadership That’s Homegrown and Future-Focused – Discover Lafayette

    Drone technology demo in Cambria County showcases future of lifesaving medical deliveries – local21news.com

    Revolutionizing Healthcare: Drone Technology Takes Flight for Lifesaving Medical Deliveries in Cambria County

    Revolutionary Harvesting Technology Promises to Slash CAR-T Manufacturing Costs!

    Stop the Machines: The Rise of Anti-Technology Extremism – International Centre for Counter-Terrorism – ICCT

    Unplugged: The Surge of Anti-Technology Extremism

    Finland to head EU’s quantum defense technology project – Latest news from Azerbaijan

    Finland Takes the Lead in Pioneering EU’s Quantum Defense Technology Initiative!

    Trending Tags

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

    Unveiling the Enigmatic: First Looks at Destruction and Puck in ‘The Sandman

    Jackie Chan Reveals This Family Member ‘Never Watched’ The Whole Of Any Of His Movies – Yahoo

    Jackie Chan Reveals This Family Member ‘Never Watched’ The Whole Of Any Of His Movies – Yahoo

    Mavs CEO holds firm on new arena, entertainment district in Dallas – Dallas News

    Mavs CEO Stands Strong on Vision for New Arena and Entertainment District in Dallas

    Entertainment: On Your Marks, Get Set, Beer Run! – Urban Milwaukee

    Get Ready to Race: The Ultimate Beer Run Experience Awaits!

    Rachel Guttman Launches Entertainment Law Firm Gutt Law, PLLC [Exclusive] – MusicRow.com

    Rachel Guttman Unveils Exciting New Entertainment Law Firm: Gutt Law, PLLC!

    HYBE Cashes In: Offloads Final Stake in K-Pop Rival SM Entertainment for $177 Million!

  • 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
    Bajeed Pattan Joins Forbes Technology Council as Innovation Leader – PRWeb

    Bajeed Pattan Takes the Helm as Innovation Leader at Forbes Technology Council!

    Lafayette Regional Technology Council – Tech Leadership That’s Homegrown and Future-Focused – Discover Lafayette

    Lafayette Regional Technology Council – Tech Leadership That’s Homegrown and Future-Focused – Discover Lafayette

    Drone technology demo in Cambria County showcases future of lifesaving medical deliveries – local21news.com

    Revolutionizing Healthcare: Drone Technology Takes Flight for Lifesaving Medical Deliveries in Cambria County

    Revolutionary Harvesting Technology Promises to Slash CAR-T Manufacturing Costs!

    Stop the Machines: The Rise of Anti-Technology Extremism – International Centre for Counter-Terrorism – ICCT

    Unplugged: The Surge of Anti-Technology Extremism

    Finland to head EU’s quantum defense technology project – Latest news from Azerbaijan

    Finland Takes the Lead in Pioneering EU’s Quantum Defense Technology Initiative!

    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

The trick to better answers from generative AI

March 1, 2024
in Business
The trick to better answers from generative AI
Share on FacebookShare on Twitter

Miso.ai co-founders Lucky Gunasekara and Andy Hsieh discuss how going beyond RAG basics to break down question context and assumptions is key for enterprise-grade service.

Generative AI offers great potential as an interface for enabling users to query your data in unique ways to receive answers honed for their needs. For example, as query assistants, generative AI tools can help customers better navigate an extensive product knowledge base using a simple question-and-answer format.

But before using generative AI to answer questions about your data, it’s important to first evaluate the questions being asked.

That’s the advice Lucky Gunasekara, CEO and co-founder of Miso.ai, has for teams developing generative AI tools today.

Miso.ai is the vendor partner for the Smart Answers project here at CIO.com and four of our sister sites. Smart Answers uses generative AI to answer questions about articles published on CIO.com and Foundry websites Computerworld, CSO, InfoWorld, and Network World. Miso.ai also built a similar Answers project for IDG’s consumer technology websites PCWorld, Macworld, and TechHive.

Interested in how Smart Answers surfaces its insights, I asked Gunasekara to discuss more deeply Miso.ai’s approach to understanding and answering users’ questions.

Large language models (LLMs) “are actually much more naive than we may think,” Gunasekara says. For example, if asked a question with a strong opinion, an LLM will likely go off and look to cherry-pick data that confirms the opinion, even if available data shows the opinion is wrong. So, if asked “Why did Project X fail?”, an LLM might scare up a list of reasons why the project was bad — even if it was a success. And that’s not something you want a public-facing app to do.

Evaluating questions is a step typically missed in so-called RAG (retrieval augmented generation) applications, Gunasekara notes. RAG apps point an LLM to a specific body of data and tell it to answer questions based only on that data. 

Such apps usually follow this (somewhat simplified) pattern for setup:

Split the existing data into chunks, because all the data would be too large to fit into a single LLM query. 

Generate what are known as embeddings for each chunk, to represent the semantic meaning of that chunk as a string of numbers, and store them. Update as needed as data changes.

And then per question:

Generate embeddings.  

Find text chunks that are most similar in meaning to the question, using calculations based on the embeddings. 

Feed the user’s question into an LLM and tell it to answer based solely on the most relevant chunks.

Here is where Gunasekara’s team takes a different approach, adding a step to check the question before searching for relevant information. “Instead of asking that question directly, we first ask if that assumption is correct,” explains Andy Hsieh, Miso CTO and co-founder.

In addition to checking assumptions inherent in questions, there are other ways to enhance the basic RAG pipeline to help improve results. Gunasekara advises going beyond the basics especially when moving from the experiment phase toward a production-worthy solution.

“There’s a lot of emphasis on ‘Get a vector database, do a RAG setup, and everything will work out of the box,’” Gunasekara says. “It’s a great way to get a proof of concept. But if you need to make an enterprise-grade service that doesn’t create unintended consequences, it’s always context, context, context.”

That can mean using other signals besides semantic meaning of text, such as recency and popularity. Gunasekara points to another project Miso is working on with a cooking website, deconstructing the question: “What’s the best bake-ahead cake for a party?”

“You need to separate out what you really need signals on” for the query, he says. “Make-ahead” cake means it doesn’t need to be served right away; “for a party” means it needs to serve more than a few people. Then there’s the issue of how an LLM can determine what recipes are “best.” That might mean using other website data, such as which recipes have the highest traffic, top reader rankings, or were awarded an editor’s pick — all of which is separate from finding and summarizing related text chunks.

“A lot of the sort of spooky magic of getting these things right is more in those context cues,” Gunasekara says.

And while quality of LLM is another important factor, Miso doesn’t believe it’s necessary to use the most highly rated and pricey commercial LLMs. Instead, Miso is fine-tuning Llama 2-based models for some client projects in part to keep costs down, and because some clients don’t want their data going off to a third-party. Miso is also doing so due to what Gunasekara calls “a huge ground force happening right now in open-source [LLMs].”

“Open source is really catching up,” Hsieh adds. “Open-source models are very, very close to surpassing GPT-4.”

SUBSCRIBE TO OUR NEWSLETTER

From our editors straight to your inbox

Get started by entering your email address below.

>>> Read full article>>>
Copyright for syndicated content belongs to the linked Source : CIO – https://www.cio.com/article/1310514/the-trick-to-better-answers-from-generative-ai.html

Tags: AnswersbusinessTrick
Previous Post

Watch: Kane Williamson’s Unfortunate Run Out Amid Mid-Pitch Collision Shocks Cricket World

Next Post

Captive centers are back. Is DIY offshoring right for you?

Some birds are left behind in a race to beat the heat – Nature

Some birds are left behind in a race to beat the heat – Nature

June 1, 2025
A passing star could fling Earth out of orbit – Science News

A passing star could fling Earth out of orbit – Science News

June 1, 2025
John Hancock Multimanager Lifestyle Moderate Portfolio Q1 2025 Commentary (JALMX) – Seeking Alpha

Unlocking Potential: Insights from the John Hancock Multimanager Lifestyle Moderate Portfolio Q1 2025

June 1, 2025
Editorial: The world promised by AI isn’t necessarily a better one – Pittsburgh Post-Gazette

Editorial: The world promised by AI isn’t necessarily a better one – Pittsburgh Post-Gazette

June 1, 2025
Little Rock economy growing faster than other similarly-sized cities, study shows – thv11.com

Little Rock’s Economy Outpaces Peers: A Promising Growth Story!

June 1, 2025

Unveiling the Enigmatic: First Looks at Destruction and Puck in ‘The Sandman

June 1, 2025
Why Gen Z Will Demand Crypto-Enabled Health Systems – Forbes

How Gen Z is Shaping the Future of Crypto-Enabled Health Systems

June 1, 2025
State Sen. Skoufis declares war on en­ter­tainment ticketing practices in closing days of session – Spectrum News

State Senator Skoufis Takes a Stand Against Unfair Ticketing Practices in Final Session Push!

June 1, 2025
Bajeed Pattan Joins Forbes Technology Council as Innovation Leader – PRWeb

Bajeed Pattan Takes the Helm as Innovation Leader at Forbes Technology Council!

June 1, 2025
With college sports in limbo and key issues coming to a head, the spotlight is on the SEC: ‘It’s going to get heated’ – Yahoo Sports

SEC Showdown: Tensions Rise as College Sports Face Uncertain Future

June 1, 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 (656)
  • Economy (671)
  • Entertainment (21,577)
  • General (15,254)
  • Health (9,713)
  • Lifestyle (673)
  • News (22,149)
  • People (672)
  • Politics (679)
  • Science (15,891)
  • Sports (21,175)
  • Technology (15,658)
  • World (659)

Recent News

Some birds are left behind in a race to beat the heat – Nature

Some birds are left behind in a race to beat the heat – Nature

June 1, 2025
A passing star could fling Earth out of orbit – Science News

A passing star could fling Earth out of orbit – Science News

June 1, 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