The phrase "large percent" refers to a significant or big portion of something. It means that a high percentage or a considerable amount of a particular thing is being discussed. Full definition
One year after migraine surgery, the patients had a very large percent improvement in average PSEQ score: on average, 112 percent higher than baseline. (sciencedaily.com)