- Mar 17, 2015
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Scientists have found a way to decode a stream of words in the brain using MRI scans and artificial intelligence.
The system reconstructs the gist of what a person hears or imagines, rather than trying to replicate each word, a team reports in the journal Nature Neuroscience.
"It's getting at the ideas behind the words..." says Alexander Huth ..., assistant professor of neuroscience and computer science at The University of Texas at Austin.
...
...Researchers had three people spend up to 16 hours each in a functional MRI scanner, which detects signs of activity across the brain.
Participants wore headphones that streamed audio from podcasts. "For the most part, they just lay there and listened to stories...
Those streams of words produced activity all over the brain, not just in areas associated with speech and language.
"It turns out that a huge amount of the brain is doing something," Huth says. "So areas that we use for navigation, areas that we use for doing mental math, areas that we use for processing what things feel like to touch."
After participants listened to hours of stories in the scanner, the MRI data was sent to a computer. It learned to match specific patterns of brain activity with certain streams of words.
Next, the team had participants listen to new stories in the scanner. Then the computer attempted to reconstruct these stories from each participant's brain activity.
...
The system got a lot of help constructing intelligible sentences from artificial intelligence: an early version of the famous natural language processing program ChatGPT.
What emerged from the system was a paraphrased version of what a participant heard.
So if a participant heard the phrase, "I didn't even have my driver's license yet," the decoded version might be, "she hadn't even learned to drive yet," Huth says. In many cases, he says, the decoded version contained errors.
In another experiment, the system was able to paraphrase words a person just imagined saying.
(continues...)
!
The system reconstructs the gist of what a person hears or imagines, rather than trying to replicate each word, a team reports in the journal Nature Neuroscience.
"It's getting at the ideas behind the words..." says Alexander Huth ..., assistant professor of neuroscience and computer science at The University of Texas at Austin.
...
...Researchers had three people spend up to 16 hours each in a functional MRI scanner, which detects signs of activity across the brain.
Participants wore headphones that streamed audio from podcasts. "For the most part, they just lay there and listened to stories...
Those streams of words produced activity all over the brain, not just in areas associated with speech and language.
"It turns out that a huge amount of the brain is doing something," Huth says. "So areas that we use for navigation, areas that we use for doing mental math, areas that we use for processing what things feel like to touch."
After participants listened to hours of stories in the scanner, the MRI data was sent to a computer. It learned to match specific patterns of brain activity with certain streams of words.
Next, the team had participants listen to new stories in the scanner. Then the computer attempted to reconstruct these stories from each participant's brain activity.
...
The system got a lot of help constructing intelligible sentences from artificial intelligence: an early version of the famous natural language processing program ChatGPT.
What emerged from the system was a paraphrased version of what a participant heard.
So if a participant heard the phrase, "I didn't even have my driver's license yet," the decoded version might be, "she hadn't even learned to drive yet," Huth says. In many cases, he says, the decoded version contained errors.
In another experiment, the system was able to paraphrase words a person just imagined saying.
(continues...)
!