Is this the best podcast ever recorded? Let's just say you don't need a GPU to know that's a stretch. But it's pretty great if you're a fan of tall tales.
And better still if you're not a fan of stretching the truth at all.
That's because detecting hyperbole may one day get more manageable, thanks to researchers at the University of Copenhagen working in the growing field of exaggeration detection.
Dustin Wright and Isabelle Augenstein have used NVIDIA GPUs to train an exaggeration detection system to identify overenthusiastic claims in health science reporting.
The AI Podcast Exaggeration Detector Could Lead to More Accurate Health Science Journalism Ep. 162
Their work comes as the pandemic has fueled demand for understandable, accurate information. And social media has made health misinformation more widespread.
Their paper leverages few-shot learning, a technique that lets developers wring more intelligence out of less data, and a new version of a technique called pattern exploiting training.
Research like Wright and Augenstein's could one day speed more precise health sciences news to more people.
AI Podcast host Noah Kravitz - whose fishing stories we will never trust again after this episode - spoke with Wright about the work.
Key Points From This Episode
Approximately 33% of press releases about scientific papers tend to exaggerate the findings in the papers, which leads to news articles exaggerating the findings of these papers.
Wright's exaggeration detection project aims to provide people like journalists with accurate information to ensure that they report accurately on science.
The project, accelerated using a NVIDIA Titan X GPU, uses a novel, multitask-capable version of a technique called Pattern Exploiting Training, which they dubbed MT-PET
Tweetables: Can we leverage language and related that learn patterns that the language model has picked up on from mass language model pre training, and be able to do classification with any text? - Dustin Wright [7:28]
About 33% of the time, press releases will exaggerate the scientific papers and as a result, that means about 33% of news articles exaggerate the findings in scientists' papers. - Dustin Wright [9:50]
This is progress towards a system that could assist, for example, journalists, and ensuring that they're doing accurate reporting on science. - Dustin Wright [16:20]
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GANTheftAuto: Harrison Kinsley on AI-Generated Gaming Environments Humans playing games against machines is nothing new, but now computers can develop their own games for people to play. Programming enthusiast and social media influencer Harrison Kinsley created GANTheftAuto, an AI-based neural network that generates a playable chunk of the classic video game Grand Theft Auto V.
The Driving Force: How Ford Uses AI to Create Diverse Driving Data The neural networks powering autonomous vehicles require petabytes of driving data to learn how to operate. Nikita Jaipuria and Rohan Bhasin from Ford Motor Company explain how they use generative adversarial networks (GANs) to fill in the gaps of real-world data used in AV training.
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Is this the best podcast ever recorded? Let's just say you don't need a GPU to know that's a stretch. But it's pretty great if you're a fan of tall tales.
