Navigating ‘information pollution’ with the help of artificial intelligence – Penn: Office of University Communications
Theres still a lot thats not known about the novel coronavirus SARS-CoV-2 and COVID-19, the disease it causes. What leads some people to have mild symptoms and others to end up in the hospital? Do masks help stop the spread? What are the economic and political implications of the pandemic?
As researchers try to address many of these questions, many of which will not have a simple yes or no answer, people are also trying to figure out how to keep themselves and their families safe. But between the 24-hour news cycle, hundreds of preprint research articles, and guidelines that vary between regional, state, and federal governments, how can people best navigate through such vast amounts of information?
Using insights from the field of natural language processing and artificial intelligence, computer scientist Dan Roth and the Cognitive Computation Group are developing an online platform to help users find relevant and trustworthy information about the novel coronavirus. As part of a broader effort by his group to develop tools for navigating information pollution, this platform is devoted to identifying the numerous perspectives that a single query might have, showing the evidence that supports each perspective and organizing results, along with each sources trustworthiness, so users can better understand what is known, by whom, and why.
Creating these types of automated platforms represents a huge challenge for researchers in the field of natural language processing and machine learning because of the complexity of human language and communication. Language is ambiguous. Every word, depending on context, could mean completely different things, says Roth. And language is variable. Everything you want to say, you can say in different ways. To automate this process, we have to get around these two key difficulties, and this is where the challenge is coming from.
Thanks to numerous conceptual and theoretical advances, the Cognitive Computational Groups fundamental research in natural language understanding has allowed them to apply their research insights and to develop automated systems that can better understand the contents of human language, such as what is being written about in a news article or scientific paper. Roth and his team have been working on issues related to information pollution for many years and are now applying what theyve learned to information about the novel coronavirus.
Information pollution comes in many forms, including biases, misinformation, and disinformation, and because of the sheer volume of information the process of sorting fact from fiction needs automated support. Its very easy to publish information, says Roth, adding that while organizations like FactCheck.org, a project of Penns Annenberg Public Policy Center, manually verify the validity of many claims, theres not enough human power to fact check every claim being posted on the Internet.
And fact checking alone isnt enough to address all of the problems of information pollution, says Ph.D. student Sihao Chen. Take the question of whether people should wear face masks: The answer to that question has changed dramatically in the past couple months, and the reason for that change is multi-faceted, he says. You couldnt find an objective truth attached to that specific question, and the answer to that question is context-dependent. Fact checking alone doesnt solve this problem because theres no single answer. This is why the team says that identifying various perspectives along with evidence that supports them is important.
To help address both of these hurdles, the COVID-19 search platform visualizes results that include a sources level of trustworthiness while also highlighting different perspectives. This is different from how online search engines display information, where top results are based on popularity and keyword match and where its not easy to see how the arguments in articles compare to one another. On this platform, however, instead of displaying articles on an individual basis, they are organized based on the claims they make.
Search engines make a point not to touch the information and not to give suggestions and organize this material, says Roth. The redundancy of information by itself is quite often misleading and leads to bias, since people tend to think that seeing something many times makes it more correct. Here, if there are 500 articles that are saying the same thing, we cluster them together and say, All these articles are quoting the same sources, so just focus on one of them. Then, these other articles are interviewing other people and making different claims, so you can sample from different clusters.
When visiting the website, users can enter a question, claim, or topic into the search bar, and results are grouped together based on the similarity of perspectives. Since everything is set up to be automated, the researchers are eager to share this first iteration of the platform with the community so they can improve the language-processing models. Its a community effort, says Roth, adding that their platform was designed to be transparent and open source so that they can easily collaborate with others.
Chen hopes that their efforts support both the users who are interested in sorting through COVID-19 information pollution as well as fellow researchers in the field of natural language processing. We want to help everyone whos interested in reading news like this, and at the same time we want to build better techniques to accommodate that need, says Chen.
Dan Roth is the Eduardo D. Glandt Distinguished Professor in the Department of Computer and Information Science in the School of Engineering and Applied Science at the University of Pennsylvania.
The online search platform is available on the Penn Information Pollution project website.
Additional information and resources on COVID-19 are available at https://coronavirus.upenn.edu/.
- Opinion | Theres Nothing Magic in Artificial Intelligence - The New York Times - September 25th, 2025 [September 25th, 2025]
- 1 No-Brainer Artificial Intelligence (AI) ETF to Confidently Buy With $50 Ahead of 2026 - Yahoo Finance - September 25th, 2025 [September 25th, 2025]
- Accelerating breakthroughs with artificial intelligence - American Society for Biochemistry and Molecular Biology - September 25th, 2025 [September 25th, 2025]
- Are Artificial Intelligence (AI) Stocks in a Bubble? This $7 Trillion Clue May Reveal The Truth. - The Motley Fool - September 25th, 2025 [September 25th, 2025]
- San Diego State unveils first-of-its-kind degree in artificial intelligence - cbs8.com - September 25th, 2025 [September 25th, 2025]
- Remarks at the Security Councils Open Debate on Artificial Intelligence and International Peace and Security - United States Mission to the United... - September 25th, 2025 [September 25th, 2025]
- Artificial intelligence dominates discussions at Shale Insight Conference - Farm and Dairy - September 25th, 2025 [September 25th, 2025]
- Artificial Intelligence (AI) Concentration - University of Michigan's Ross School of Business - September 25th, 2025 [September 25th, 2025]
- Artificial intelligence driven inventory tool Bevelmade serves as solution for California wildfire victims to document belongings - ABC7 Los Angeles - September 25th, 2025 [September 25th, 2025]
- Artificial intelligence in the classroom offers opportunities, costs - Addison Independent - September 25th, 2025 [September 25th, 2025]
- Testimony in Review: Adam Thierers September 2025 Testimony Before the House Judiciarys Subcommittee on Courts, Intellectual Property, Artificial... - September 25th, 2025 [September 25th, 2025]
- Artificial Intelligence in Mobile Apps Global Market Overview 2025-2034: Google, Apple, Microsoft, AWS, Qualcomm and NVIDIA Lead Innovation with... - September 25th, 2025 [September 25th, 2025]
- The United States Regulates Artificial Intelligence with Export Controls - The Regulatory Review - September 25th, 2025 [September 25th, 2025]
- Prediction: This No-Brainer Artificial Intelligence (AI) Stock Could Be Worth More Than Apple and Palantir Combined by 2030 - Yahoo Finance - September 25th, 2025 [September 25th, 2025]
- Prediction: This Artificial Intelligence (AI) Stock Could Grow 146% Over the Next Decade - The Motley Fool - September 25th, 2025 [September 25th, 2025]
- Pima JTED adds artificial intelligence program and new robot in robotics program - KGUN 9 - September 25th, 2025 [September 25th, 2025]
- This Artificial Intelligence (AI) Stock Trades at Just 2 Times Sales -- Is It Too Cheap to Ignore? - The Motley Fool - September 25th, 2025 [September 25th, 2025]
- Could This Small-Cap Artificial Intelligence (AI) Stock Become the Next Nvidia? - The Motley Fool - September 25th, 2025 [September 25th, 2025]
- Prediction: This Artificial Intelligence (AI) Stock Could Grow 146% Over the Next Decade - Yahoo Finance - September 25th, 2025 [September 25th, 2025]
- Cigna will cover CT imaging artificial intelligence software nationwide - Radiology Business - September 25th, 2025 [September 25th, 2025]
- 1 No-Brainer Artificial Intelligence (AI) ETF to Confidently Buy With $50 Ahead of 2026 - The Motley Fool - September 25th, 2025 [September 25th, 2025]
- Cathie Wood, Ken Griffin, and Nvidia All Own This Artificial Intelligence (AI) Stock. Should You Buy It Too? - The Motley Fool - September 25th, 2025 [September 25th, 2025]
- Artificial Intelligence in Diagnostics Market Poised to Reach USD 6.52 Billion by 2033 Amid Rising Demand for Precision Healthcare - vocal.media - September 25th, 2025 [September 25th, 2025]
- United States Artificial Intelligence For IT Operations - openPR.com - September 25th, 2025 [September 25th, 2025]
- Nvidia to invest up to $100 billion in OpenAI, linking two artificial intelligence titans - Reuters - September 23rd, 2025 [September 23rd, 2025]
- Meet the new recruit: Artificial intelligence in college football - CBS Sports - September 23rd, 2025 [September 23rd, 2025]
- Leveraging artificial intelligence to support students with special education needs - OECD - September 23rd, 2025 [September 23rd, 2025]
- Studying Artificial Intelligence in Breast Cancer Screening - University of Miami - September 23rd, 2025 [September 23rd, 2025]
- How to use artificial intelligence to fix federal regulations without breaking the law in the process - Federal News Network - September 23rd, 2025 [September 23rd, 2025]
- Artificial intelligence in the compliance function - White & Case LLP - September 23rd, 2025 [September 23rd, 2025]
- WCC holds its inaugural 'AI@Work' Conference on the future of artificial intelligence - WEMU - September 23rd, 2025 [September 23rd, 2025]
- 1 Unstoppable Artificial Intelligence (AI) Stock That Could Soar 325% by 2036 - Nasdaq - September 23rd, 2025 [September 23rd, 2025]
- What Are the 2 Best Bargain Artificial Intelligence (AI) Stocks to Buy Right Now? - The Motley Fool - September 23rd, 2025 [September 23rd, 2025]
- NextPlat's ClearMetrx Subsidiary to Launch Artificial Intelligence-Powered ClearMetrX 4.0 Software for Modernized Healthcare Analytics and Reporting -... - September 23rd, 2025 [September 23rd, 2025]
- Artificial Intelligence Comes To The Wine Industry - WBOC TV - September 23rd, 2025 [September 23rd, 2025]
- Commission Collects Feedback to Simplify Rules on Data, Cybersecurity and Artificial Intelligence in Upcoming Digital Omnibus - Inside Privacy - September 23rd, 2025 [September 23rd, 2025]
- Artificial Intelligence Shapes the Future of Surgery... - jordannews.jo - September 23rd, 2025 [September 23rd, 2025]
- WATCH | ASMSA holds artificial intelligence policy conference for gifted and talented teachers - Hot Springs Sentinel Record - September 23rd, 2025 [September 23rd, 2025]
- The Smartest Artificial Intelligence ETF to Buy With $100 Right Now - MSN - September 23rd, 2025 [September 23rd, 2025]
- What Are the 2 Best Bargain Artificial Intelligence (AI) Stocks to Buy Right Now? - MSN - September 23rd, 2025 [September 23rd, 2025]
- Why Is Amazon Spending Hundreds of Billions of Dollars on Artificial Intelligence? - The Motley Fool - September 23rd, 2025 [September 23rd, 2025]
- What Are the 2 Best Bargain Artificial Intelligence (AI) Stocks to Buy Right Now? - sharewise.com - September 23rd, 2025 [September 23rd, 2025]
- Artificial Intelligence Platform Market Estimated to Grow at 22.3% CAGR by 2032 - openPR.com - September 23rd, 2025 [September 23rd, 2025]
- ATL FED'S BOSTIC Q&A/GMASON U: QUESTION WILL BE WHETHER ARTIFICIAL INTELLIGENCE 'WILL BREAK SOCIAL CONTRACT;' NEED 'AGGREGATE STRATEGY' FOR HOUSING -... - September 23rd, 2025 [September 23rd, 2025]
- Schilthorn: AURO-System - Sessellift Winteregg Relies On Artificial Intelligence - Snow Industry News - September 23rd, 2025 [September 23rd, 2025]
- Bittium strengthens its expertise in software-based Artificial Intelligence solutions by acquiring a stake in MarshallAI - mnch publishing group - September 23rd, 2025 [September 23rd, 2025]
- Buy and Hold: 2 Artificial Intelligence (AI) Stocks Built for the Long Haul - The Motley Fool - September 23rd, 2025 [September 23rd, 2025]
- Experts urge world governments to define "red lines" for the use of artificial intelligence - Mezha.Media - September 23rd, 2025 [September 23rd, 2025]
- 5 Artificial Intelligence (AI) Stocks That Are Far Better Buys Than Palantir - The Motley Fool - September 21st, 2025 [September 21st, 2025]
- Artificial intelligence ushers in a golden age of hacking, experts say - The Washington Post - September 21st, 2025 [September 21st, 2025]
- Prediction: 1 Artificial Intelligence (AI) Stock to Buy Before It Soars 10X in the Next Decade - The Globe and Mail - September 21st, 2025 [September 21st, 2025]
- This Fantastic Artificial Intelligence (AI) Stock Is on Track for a Blowout Quarter, and It Could Keep Climbing for Years to Come - AOL.com - September 21st, 2025 [September 21st, 2025]
- Meet the Newest Artificial Intelligence (AI) Stock in the S&P 500. It's Up 5,660% Since 2023, and It Could Still Climb Higher From Here. - Yahoo... - September 21st, 2025 [September 21st, 2025]
- Got $3,000? 2 Artificial Intelligence (AI) Stocks to Buy and Hold for the Long Term - The Globe and Mail - September 21st, 2025 [September 21st, 2025]
- Testimony Re: Bills Related to Artificial Intelligence and Algorithms - Cato Institute - September 21st, 2025 [September 21st, 2025]
- Prediction: This Artificial Intelligence (AI) Stock Will Become the First $6 Trillion Company, According to a Wall Street Analyst - The Motley Fool - September 21st, 2025 [September 21st, 2025]
- Lithuania launches X-WING: precision attack drone with autonomy and artificial intelligence - MSN - September 21st, 2025 [September 21st, 2025]
- Artificial Intelligence in Non-invasive Hemodynamic Monitoring: A Systematic Review of Accuracy, Effectiveness, and Clinical Applicability in... - September 21st, 2025 [September 21st, 2025]
- Three Things: Dax, artificial intelligence and broadcaster - Philomath News - September 21st, 2025 [September 21st, 2025]
- This Fantastic Artificial Intelligence (AI) Stock Is on Track for a Blowout Quarter, and It Could Keep Climbing for Years to Come - The Motley Fool - September 21st, 2025 [September 21st, 2025]
- Dual site external validation of artificial intelligence-enabled treatment monitoring for neovascular age-related macular degeneration in England -... - September 21st, 2025 [September 21st, 2025]
- Undervalued and Ignored: 1 Artificial Intelligence (AI) Stock With Room to Run - The Motley Fool - September 21st, 2025 [September 21st, 2025]
- AI-Powered Insights: How Artificial Intelligence Is Transforming Type 2 Diabetes Care and Management - Diabetes In Control - September 21st, 2025 [September 21st, 2025]
- Peer review in the age of artificial intelligence - Physics World - September 21st, 2025 [September 21st, 2025]
- Microsoft Just Gave Investors 17.4 Billion Reasons to Buy This Monster Artificial Intelligence (AI) Data Center Stock Hand Over Fist - Nasdaq - September 21st, 2025 [September 21st, 2025]
- Meet The Unstoppable Artificial Intelligence (AI) Stock That Has Jumped 112% in 6 Months. It Can Still Soar Higher. - The Motley Fool - September 21st, 2025 [September 21st, 2025]
- Time To Change! Here Are The Best AI Laptop Recommendations That Are Superior For Optimal Performance In Artificial Intelligence - VOI.ID - September 21st, 2025 [September 21st, 2025]
- 2 Artificial Intelligence (AI) Leaders to Buy and Hold Forever - Yahoo Finance - September 21st, 2025 [September 21st, 2025]
- Undervalued and Ignored: 1 Artificial Intelligence (AI) Stock With Room to Run - Nasdaq - September 21st, 2025 [September 21st, 2025]
- 2 Trillion-Dollar Artificial Intelligence (AI) Stocks That Can Plunge Up to 95%, According to Select Wall Street Analysts - Nasdaq - September 21st, 2025 [September 21st, 2025]
- Meet The Unstoppable Artificial Intelligence (AI) Stock That Has Jumped 112% in 6 Months. It Can Still Soar Higher. - Nasdaq - September 21st, 2025 [September 21st, 2025]
- Artificial Intelligence and Digital Biomarkers in Hepatology: Critical Perspectives, Emerging Evidence, and Future Directions - Cureus - September 21st, 2025 [September 21st, 2025]
- Is Artificial Intelligence Worth the Investment? - Foreign Policy - September 19th, 2025 [September 19th, 2025]
- The Smartest Artificial Intelligence (AI) Stocks to Buy With $1,000 - Yahoo Finance - September 19th, 2025 [September 19th, 2025]
- Artificial Intelligence News for the Week of September 19; Updates from Druid AI, DxC Technology, G-P & More - solutionsreview.com - September 19th, 2025 [September 19th, 2025]
- Google and PayPal: The Artificial Intelligence (AI) Agent Revolution Is Here - The Motley Fool - September 19th, 2025 [September 19th, 2025]
- Video New book warns of threats to humanity from artificial intelligence - ABC News - Breaking News, Latest News and Videos - September 19th, 2025 [September 19th, 2025]
- Meet The Unstoppable Artificial Intelligence (AI) Stock That Has Jumped 112% in 6 Months. It Can Still Soar Higher. - Yahoo Finance - September 19th, 2025 [September 19th, 2025]
- When Artificial Intelligence Meets Jewish Wisdom - The Times of Israel - September 19th, 2025 [September 19th, 2025]
- How artificial intelligence is reshaping success in small businesses - Digital Journal - September 19th, 2025 [September 19th, 2025]