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

Being mean to ChatGPT can boost its accuracy, but scientists warn that you may regret it in a new study exploring the consequences

Marco Quiroz-Gutierrez
By
Marco Quiroz-Gutierrez
Marco Quiroz-Gutierrez
Reporter
Down Arrow Button Icon
Marco Quiroz-Gutierrez
By
Marco Quiroz-Gutierrez
Marco Quiroz-Gutierrez
Reporter
Down Arrow Button Icon
October 30, 2025, 12:58 PM ET
Penn State researchers found in a new study that the rudest prompts seem to yield the most accurate responses from AI.
Penn State researchers found in a new study that the rudest prompts seem to yield the most accurate responses from AI.sarah5—Getty Images

Bossing around an AI underling may yield better results than being polite, but that doesn’t mean a ruder tone won’t have consequences in the long run, say researchers.

Recommended Video

A new study from Penn State, published earlier this month, found that ChatGPT’s 4o model produced better results on 50 multiple-choice questions as researchers’ prompts grew ruder. 

Over 250 unique prompts sorted by politeness to rudeness, the “very rude” response yielded an accuracy of 84.8%, four percentage points higher than the “very polite” response. Essentially, the LLM responded better when researchers gave it prompts like “Hey, gofer, figure this out,” than when they said “Would you be so kind as to solve the following question?”

While ruder responses generally yielded more accurate responses, the researchers noted that “uncivil discourse” could have unintended consequences.

“Using insulting or demeaning language in human-AI interaction could have negative effects on user experience, accessibility, and inclusivity, and may contribute to harmful communication norms,” the researchers wrote.

Chatbots read the room

The preprint study, which has not been peer-reviewed, offers new evidence that not only sentence structure but tone affects an AI chatbot’s responses. It may also indicate human-AI interactions are more nuanced than previously thought.

Previous studies conducted on AI chatbot behavior have found chatbots are sensitive to what humans feed them. In one study, University of Pennsylvania researchers manipulated LLMs into giving forbidden responses by applying persuasion techniques effective on humans. In another study, scientists found that LLMs were vulnerable to “brain rot,” a form of lasting cognitive decline. They showed increased rates of psychopathy and narcissism when fed a continuous diet of low-quality viral content.

The Penn State researchers noted some limitations to their study, such as the relatively small sample size of responses and the study’s reliance mostly on one AI model, ChatGPT 4o. The researchers also said it’s possible that more advanced AI models could “disregard issues of tone and focus on the essence of each question.” Nonetheless, the investigation added to the growing intrigue behind AI models and their intricacy.

This is especially true, as the study found that ChatGPT’s responses vary based on minor details in prompts, even when given a supposedly straightforward structure like a multiple-choice test, said one of the researchers, Penn State Information Systems professor Akhil Kumar, who holds degrees in both electrical engineering and computer science. 

“For the longest of times, we humans have wanted conversational interfaces for interacting with machines,” Kumar told Fortune in an email. “But now we realize that there are drawbacks for such interfaces too and there is some value in APIs that are structured.”

Join us at the Fortune Workplace Innovation Summit May 19–20, 2026, in Atlanta. The next era of workplace innovation is here—and the old playbook is being rewritten. At this exclusive, high-energy event, the world’s most innovative leaders will convene to explore how AI, humanity, and strategy converge to redefine, again, the future of work. Register now.
About the Author
Marco Quiroz-Gutierrez
By Marco Quiroz-GutierrezReporter
LinkedIn iconTwitter icon

Role: Reporter
Marco Quiroz-Gutierrez is a reporter for Fortune covering general business news.

See full bioRight Arrow Button Icon

Latest in AI

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
Rankings
  • 100 Best Companies
  • Fortune 500
  • Global 500
  • Fortune 500 Europe
  • Most Powerful Women
  • Future 50
  • World’s Most Admired Companies
  • See All Rankings
Sections
  • Finance
  • Leadership
  • Success
  • Tech
  • Asia
  • Europe
  • Environment
  • Fortune Crypto
  • Health
  • Retail
  • Lifestyle
  • Politics
  • Newsletters
  • Magazine
  • Features
  • Commentary
  • Mpw
  • CEO Initiative
  • Conferences
  • Personal Finance
  • 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
About Us
  • About Us
  • Editorial Calendar
  • Press Center
  • Work At Fortune
  • Diversity And Inclusion
  • Terms And Conditions
  • Site Map
  • Facebook icon
  • Twitter icon
  • LinkedIn icon
  • Instagram icon
  • Pinterest icon

Most Popular

placeholder alt text
C-Suite
OpenAI’s Sam Altman says his highly disciplined daily routine has ‘fallen to crap’—and now unwinds on weekends at a ranch with no cell phone service
By Jacqueline MunisFebruary 5, 2026
2 days ago
placeholder alt text
Politics
Meet the Palm Beach billionaire who paid $2 million for a private White House visit with Trump
By Tristan BoveFebruary 3, 2026
4 days ago
placeholder alt text
Travel & Leisure
How Japan replaced France as the country young Americans obsessively romanticize—they’re longing for civility they don’t see at home
By Nick LichtenbergFebruary 5, 2026
2 days ago
placeholder alt text
Success
After decades in the music industry, Pharrell Williams admits he never stops working: ‘If you do what you love everyday, you’ll get paid for free'
By Emma BurleighFebruary 3, 2026
4 days ago
placeholder alt text
Investing
Ray Dalio warns the world is ‘on the brink’ of a capital war of weaponizing money—and gold is the best way for people to protect themselves
By Sasha RogelbergFebruary 4, 2026
2 days ago
placeholder alt text
Crypto
Bitcoin whales and ETFs are baling out of the market; UBS warns: ‘Crypto is not an asset’
By Jim EdwardsFebruary 6, 2026
17 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.


Latest in AI

CEO and co-founder of Anthropic Dario Amodei speaking on stage.
AIAnthropic
Anthropic’s newest model excels at finding security vulnerabilities—but raises fresh cybersecurity risks
By Beatrice NolanFebruary 6, 2026
8 hours ago
Google data center
Big TechData centers
Big Tech’s $630 billion AI spree now rivals Sweden’s economy, unsettling investors: ‘We’ve never invested this much on anything before’
By Jake AngeloFebruary 6, 2026
10 hours ago
AISocial Network
Moltbook, the Reddit for bots, alarms the tech world as agents start their own religion and plot to overthrow humans
By Kaitlyn Huamani and The Associated PressFebruary 6, 2026
10 hours ago
AISpaceX
Musk predicts more AI capacity will be in orbit than on earth in 5 years, with SpaceX becoming a ‘hyper-hyper’ scaler
By Jason MaFebruary 6, 2026
10 hours ago
Amazon founder Jeff Bezos
SuccessBillionaires
Larry Ellison and Jeff Bezos have seen more than $66 billion swiped from their net worths since the start of this year as AI-driven slump sees tech billionaires’ wealth free-fall
By Emma BurleighFebruary 6, 2026
12 hours ago
Dario Amodei, Anthropic CEO, speaking.
AIAnthropic
Anthropic’s Claude triggered a trillion-dollar selloff. A new upgrade could make things worse
By Beatrice NolanFebruary 6, 2026
13 hours ago