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

Trendingnow

1

Egg companies made $1.22 billion in profit off a $6 carton — now they’re buying their way out of a price-fixing case with 53 million donated eggs

2

Meet the Zillennials: The luckiest micro-generation in the workforce, born between 1993 and 1998

3

Economists have found an answer to slowing cognitive decline: Avoid retiring early, study finds

1

Egg companies made $1.22 billion in profit off a $6 carton — now they’re buying their way out of a price-fixing case with 53 million donated eggs

2

Meet the Zillennials: The luckiest micro-generation in the workforce, born between 1993 and 1998

3

Economists have found an answer to slowing cognitive decline: Avoid retiring early, study finds
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

ring
PoliticsTariffs
Belgium got its tariffs cut. Then it sent Trump a diamond Superman ring
By Sam McNeil and The Associated PressJuly 4, 2026
18 minutes ago
Ejay O'Donnell, Bart Szaniewski, and Grant Eastey wear Dad Gang hats in a factory
SuccessEntrepreneurship
Three dads started selling hats from a garage with $750—now they’ve sold $35 million worth, partnered with Gary Vee, and grown a community of fathers
By Preston ForeJuly 4, 2026
3 hours ago
How a third-generation Texas oilman transformed an organic farming company into a leading advanced nuclear startup at a small Christian college
EnergyNuclear
How a third-generation Texas oilman transformed an organic farming company into a leading advanced nuclear startup at a small Christian college
By Jordan BlumJuly 4, 2026
5 hours ago
Americans will eat 150 million hot dogs today. One specific American is predicted to eat 70 of them
North AmericaFood and drink
Americans will eat 150 million hot dogs today. One specific American is predicted to eat 70 of them
By Catherina GioinoJuly 4, 2026
6 hours ago
‘Devin-kun’: Japan embraces agents as legacy code and a shrinking workforce create a perfect market for an AI software engineer 
AsiaAI agents
‘Devin-kun’: Japan embraces agents as legacy code and a shrinking workforce create a perfect market for an AI software engineer 
By Nicholas GordonJuly 3, 2026
16 hours ago
Chad Hurley and Steven Chen wearing suits
SuccessWealth
YouTube’s founders split over $650 million when they sold to Google in 2006—had they held out, they could have taken a slice of $550 billion
By Preston ForeJuly 3, 2026
22 hours ago

Most Popular

Egg companies made $1.22 billion in profit off a $6 carton — now they’re buying their way out of a price-fixing case with 53 million donated eggs
Law
Egg companies made $1.22 billion in profit off a $6 carton — now they’re buying their way out of a price-fixing case with 53 million donated eggs
By Wyatte Grantham-Philips and The Associated PressJuly 2, 2026
2 days ago
Meet the Zillennials: The luckiest micro-generation in the workforce, born between 1993 and 1998
AI
Meet the Zillennials: The luckiest micro-generation in the workforce, born between 1993 and 1998
By Nick LichtenbergJuly 3, 2026
1 day ago
Economists have found an answer to slowing cognitive decline: Avoid retiring early, study finds
Economy
Economists have found an answer to slowing cognitive decline: Avoid retiring early, study finds
By Sasha RogelbergJuly 2, 2026
2 days ago
On Wall Street, analysts increasingly don’t believe the U.S. government’s 'misleading' job numbers
Economy
On Wall Street, analysts increasingly don’t believe the U.S. government’s 'misleading' job numbers
By Jim EdwardsJuly 3, 2026
1 day ago
$25 billion CEO says one-hour interviews are a waste of time—he puts candidates through six hours of tests and wants them to order wine at lunch
Success
$25 billion CEO says one-hour interviews are a waste of time—he puts candidates through six hours of tests and wants them to order wine at lunch
By Orianna Rosa RoyleJuly 3, 2026
1 day ago
In Iran, regime officials who survived the war intended to kill them appear in public for dayslong funeral of the late Supreme Leader Khamenei
Politics
In Iran, regime officials who survived the war intended to kill them appear in public for dayslong funeral of the late Supreme Leader Khamenei
By Nasser Karimi, Jon Gambrell and The Associated PressJuly 3, 2026
1 day 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.