Most death and destruction inflicted by tornadoes in North America occurs during outbreaks - large-scale weather events that can last one to three days and span huge regions.
The largest ever recorded happened in 2011. It spawned 363 tornadoes across the US and Canada, killing more than 350 people. The researchers said they do not know what is driving the changes.
"It could be global warming, but our usual tools, the observational record and computer models, are not up to the task of answering this question yet," said lead author Michael Tippett, from the Columbia University in US.
Every year, North America sees dozens of tornado outbreaks. Some are small and may give rise to only a few twisters; others, such as the so-called "super outbreaks" of 1974 and 2011, can generate hundreds.
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In the simplest terms, the intensity of each tornado is ranked on a zero-to-five scale, with other descriptive terms thrown in.
For the study, researchers calculated the mean number of tornadoes per outbreak for each year as well as the variance around this mean.
Extreme outbreaks have become more frequent because of two factors, Tippett said. First, the average number of tornadoes per outbreak has gone up; second, the rapidly increasing variance, or variability, means that numbers well above the average are more common.
"The scientific community has thought a great deal about how the frequency of future weather and climate extremes may change in a warming climate," Tippett said.
The study was published in the journal Nature Communications.