I think the most recent was 70,000 years ago, and they vary in interval and severity. The last "biggie" was 640,000 years ago. For now, we'll have to settle for the eruptions on the TV show.
https://www.usgs.gov/volcanoes/yellowstone/questions-about-yellowstone-volcanic-history