Are you encountering what is known in parts of TN and north AL as willow flies. It's a type of mayfly beyond that I have no idea of which species. Looks like this:
Upon further review, it appears to be Pentagenia Vittigera(sp?). It's a type of burrowing mayfly. I'm guessing Willow Fly, is the common name?