When an li element is set to overflow: auto Firefox creates a horizontal scroll bar in most cases. Short entries not containing block level tags don't suffer from this problem.

The workaround is to wrap the content of a list item in a div and set the overflow on the div instead.

Test page Workaround is included
Reported by: Marc Pacheco.