They pay fines for their corrupt behavior. You understood it wrong
The abstract indicates most of the fines come from "illegal off-label drug promotion" and "overcharging state governments". It could be argued that the first shouldn't even be an issue, and the second, depending on how "overcharging" is defined could be outright fraud on the part of big pharma, fraud on the part of state governments, or something in between.