• Home
  • Latest
  • Fortune 500
  • Finance
  • Tech
  • Leadership
  • Lifestyle
  • Rankings
  • Multimedia

Trendingnow

1

U.S. companies have finally gotten $71 billion in tariff refunds, but they’re using it to offset inflation caused by the Iran war

2

FedEx CEO says we are in the middle of the biggest supply chain shift he’s seen in 35 years: ‘We are the referendum’

3

Buffett says AI giants are ‘playing a game they don’t want to play’ in the AI race, reveals he was behind Berkshire’s $31 billion bet on Google

1

U.S. companies have finally gotten $71 billion in tariff refunds, but they’re using it to offset inflation caused by the Iran war

2

FedEx CEO says we are in the middle of the biggest supply chain shift he’s seen in 35 years: ‘We are the referendum’

3

Buffett says AI giants are ‘playing a game they don’t want to play’ in the AI race, reveals he was behind Berkshire’s $31 billion bet on Google
TechAI

IBM showcases latest A.I. advancements on Bloomberg’s “That’s Debatable” TV show

Jeremy Kahn
By
Jeremy Kahn
Jeremy Kahn
Editor, AI
Down Arrow Button Icon
Jeremy Kahn
By
Jeremy Kahn
Jeremy Kahn
Editor, AI
Down Arrow Button Icon
October 9, 2020, 8:00 PM ET
Add Fortune on Google for similar content.

Is it time to redistribute the wealth?

That’s the topic two former Clinton administration officials, a former Greek finance minister and a researcher who has studied the economics of prostitution, explored in a televised debate tonight—with a little help from IBM’s latest artificial intelligence software.

The debate, which aired on Bloomberg’s cable television channel in the U.S. at 7 p.m. New York time, is the debut episode of a series called “That’s Debatable.” Each episode will feature a debate on a different topic. The show is produced by the media and events company Intelligence Squared and Bloomberg, with sponsorship from Big Blue. John Donvan, an Emmy-winning journalist who has moderated debates for Intelligence Squared since 2008, is serving as the show’s host and moderator.

The first debate featured four esteemed economists: Larry Summers, the former U.S. Treasury secretary and former president of Harvard University, Robert Reich, the former U.S. Labor secretary, Yanis Varoufakis, the outspoken former Greek finance minister, and Allison Shrager, a senior fellow at the Manhattan Institute known for her 2019 book, An Economist Walks Into a Brothel: And Other Unexpected Places to Understand Risk.

But IBM is no doubt hoping that, at least to some extent, its Watson A.I. software will have stolen the show. In particular, the television program highlights one of Watson’s newest capabilities: categorizing and summarizing thousands, or even hundreds of thousands, of individual comments and opinions, and distilling them down to a handful of key points.

Called “key point analysis,” the capability has grown out of IBM’s “Project Debater” research, spearheaded by a team in its A.I. lab in Israel, which has involved building A.I. software capable of successfully debating humans—and helping humans surface strong arguments from a variety of different types of sources.

IBM hopes that it will be able to sell the technology to companies as a new way to conduct market research and solicit views from both employees and customers. The company also thinks the technology could be used by governments to better understand the views of citizens.

“Topic clustering and argument generation, those capabilities came from Debater and these are now being used with select customers,” Dakshi Agrawal, IBM’s chief architect for AI, said. He said key point analysis will allow businesses to “collect tens fo thousands of data points and distill them down to make more data-driven decisions.”

Big Blue on the small screen

The company has staged a series of “grand challenge” public events in the past three years designed to showcase the A.I.-based technology, of which the “It’s Debatable” T.V. program is the latest.

The key point summarization tool being featured in the television show can analyze thousands of comments that users submit through a website in response to a question, in this case, the debate proposition: “It is time to redistribute the wealth.”

Using natural language processing—the kind of A.I. that can analyze and to some extent “understand” language—the IBM system scores these comments for relevancy, discarding those it sees as not being germane to the topic. Then it groups the remaining ones into two broad categories: those that support the proposition, and those that oppose it.

It then further groups the comments in each camp into a handful of key points, using its language processing algorithm to summarize the essence of each point and avoiding repetition of points that are simply expressing the same idea using different language.

The software also tells a user know how often each key point was mentioned by those submitting comments. “Actually conveying the prevalence of each keypoint in the data, this is important for decision-makers,” Noam Slonim, the IBM engineer who leads the Project Debater team, said.

“Off in outer space”

Donvan, the “It’s Debatable” host, said that the technology was a much better way to allow the audience to participate in the debate compared to what he and other debate moderators have typically done in the past, which is to simply call on audience members interested in making a comment more or less at random.

“Audiences can be very tricky for me in that I randomly call on people to raise their hands and ask a question of the debaters, and to be honest I have to throw out a large number of the questions because they are repetitive, or they off in outer space, or they are just not well articulated,” he said. “This helps with that challenge.”

Clea Conner, Intelligence Squared’s chief executive officer, said the key point analysis A.I. allowed the company to incorporate views from a much broader and diverse group of people. It does so by enabling people anywhere in the world to submit opinions via a Web page. “This innovation is really helping us understand what a much larger group of people than the four or six hundred that could attend the event live previously, in this case thousands of people, where they really stand on the issue,” she said.

Slonim said he thought the technology could even be used to make future U.S. Presidential Debates more participatory.

To train an A.I. system to score arguments for quality, IBM had to create a database of 30,000 human-generated positions on a wide variety of topics which were then assessed by small human focus groups of 10 to 15 individuals, Slonim said. The results of this exercise were then used to teach the A.I. what constituted a coherent, strong argument.

The key point analysis feature is a refinement of a technology, which IBM called “speech by crowd,” that it unveiled last November in a debate held at the Cambridge Union debating club at Cambridge University in England.

The ability to summarize large amounts of text and pull out key points is an active area of A.I. research with big potential commercial applications. In just the past three months, both OpenAI, the San Francisco research company that was co-founded by Elon Musk and has received funding from Microsoft, and Primer, another startup in San Francisco, have unveiled tools that can summarize long text documents. Researchers at Facebook have also been pursuing this capability too.

This story has been updated to correct the spelling of the Intelligence Squared CEO’s last name. It is Conner not Connor.

About the Author
Jeremy Kahn
By Jeremy KahnEditor, AI
LinkedIn iconTwitter icon

Jeremy Kahn is the AI editor at Fortune, spearheading the publication's coverage of artificial intelligence. He also co-authors Eye on AI, Fortune’s flagship AI newsletter.

See full bioRight Arrow Button Icon
Add Fortune on Google for similar content.

Latest in Tech

Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025

Most Popular

Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Fortune Secondary Logo
Rankings
  • 100 Best Companies
  • Fortune 500
  • Global 500
  • Fortune 500 Europe
  • Most Powerful Women
  • World's Most Admired Companies
  • See All Rankings
  • Lists Calendar
Sections
  • Finance
  • Fortune Crypto
  • Features
  • Leadership
  • Health
  • Commentary
  • Success
  • Retail
  • Mpw
  • Tech
  • Lifestyle
  • CEO Initiative
  • Asia
  • Politics
  • Conferences
  • Europe
  • Newsletters
  • Personal Finance
  • Environment
  • Magazine
  • Education
Customer Support
  • Frequently Asked Questions
  • Customer Service Portal
  • Privacy Policy
  • Terms Of Use
  • Single Issues For Purchase
  • International Print
Commercial Services
  • Advertising
  • Fortune Brand Studio
  • Fortune Analytics
  • Fortune Conferences
  • Business Development
  • Group Subscriptions
About Us
  • About Us
  • Press Center
  • Work At Fortune
  • Terms And Conditions
  • Site Map
  • About Us
  • Press Center
  • Work At Fortune
  • Terms And Conditions
  • Site Map
  • Facebook icon
  • Twitter icon
  • LinkedIn icon
  • Instagram icon
  • Pinterest icon

Latest in Tech

SpaceX stock falls back to earth shortly after Wall Street analysts release florid targets: ‘Paving the superhighway to the stars’
Investinginvesting strategy
SpaceX stock falls back to earth shortly after Wall Street analysts release florid targets: ‘Paving the superhighway to the stars’
By Shawn TullyJuly 18, 2026
25 minutes ago
Cybercriminals are cashing in on the World Cup by selling stolen streaming accounts
CybersecurityWorld Cup
Cybercriminals are cashing in on the World Cup by selling stolen streaming accounts
By Tatiana SatauaJuly 18, 2026
1 hour ago
Jensen Huang’s signature black leather jacket just sold at Sotheby’s for nearly $1 million—and the money is going to young tech builders
SuccessJensen Huang
Jensen Huang’s signature black leather jacket just sold at Sotheby’s for nearly $1 million—and the money is going to young tech builders
By Sydney LakeJuly 17, 2026
13 hours ago
Businesses are experimenting with cheaper Chinese AI models as U.S. rivals get more expensive
AIChina
Businesses are experimenting with cheaper Chinese AI models as U.S. rivals get more expensive
By Tatiana SatauaJuly 17, 2026
13 hours ago
Sarah Friar, CFO of OpenAI
AIFinance
OpenAI’s CFO: 4 questions that reveal if your AI spend is paying off
By Sheryl EstradaJuly 17, 2026
14 hours ago
Markets may have just experienced their second DeepSeek shock, this time thanks to a Chinese AI lab named after a Pink Floyd album
AsiaChina
Markets may have just experienced their second DeepSeek shock, this time thanks to a Chinese AI lab named after a Pink Floyd album
By Nicholas GordonJuly 17, 2026
14 hours ago

Most Popular

U.S. companies have finally gotten $71 billion in tariff refunds, but they’re using it to offset inflation caused by the Iran war
Economy
U.S. companies have finally gotten $71 billion in tariff refunds, but they’re using it to offset inflation caused by the Iran war
By Sasha RogelbergJuly 17, 2026
1 day ago
FedEx CEO says we are in the middle of the biggest supply chain shift he’s seen in 35 years: ‘We are the referendum’
C-Suite
FedEx CEO says we are in the middle of the biggest supply chain shift he’s seen in 35 years: ‘We are the referendum’
By Fortune EditorsJuly 15, 2026
3 days ago
Buffett says AI giants are ‘playing a game they don’t want to play’ in the AI race, reveals he was behind Berkshire’s $31 billion bet on Google
Big Tech
Buffett says AI giants are ‘playing a game they don’t want to play’ in the AI race, reveals he was behind Berkshire’s $31 billion bet on Google
By Mia OsmonbekovJuly 16, 2026
2 days ago
Current price of oil as of July 17, 2026
Personal Finance
Current price of oil as of July 17, 2026
By Joseph HostetlerJuly 17, 2026
23 hours ago
Kevin O’Leary claimed opposition to his Utah data center was fueled by Chinese money. Now he and Fox News are being sued for defamation
Law
Kevin O’Leary claimed opposition to his Utah data center was fueled by Chinese money. Now he and Fox News are being sued for defamation
By Marco Quiroz-GutierrezJuly 17, 2026
1 day ago
Current price of silver as of Friday, July 17, 2026
Personal Finance
Current price of silver as of Friday, July 17, 2026
By Joseph HostetlerJuly 17, 2026
23 hours ago

© 2026 Fortune Media IP Limited. All Rights Reserved. Use of this site constitutes acceptance of our Terms of Use and Privacy Policy | CA Notice at Collection and Privacy Notice | Do Not Sell/Share My Personal Information
FORTUNE is a trademark of Fortune Media IP Limited, registered in the U.S. and other countries. FORTUNE may receive compensation for some links to products and services on this website. Offers may be subject to change without notice.