The tweet, which has since been deleted, read: "We are relentless and tough and intelligent. We don't need your permission."
Many called it poorly worded after two former Vanderbilt football players were found guilty of rape earlier this year.
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The University removed that tweet and issued an aplology in two parts, stating: "We apologize for today's tweet. It's not a comment about sexual assault. Sex without permission is always wrong and not accepted."
They added in a second tweet: "Sexual assault is not acceptable at Vanderbilt, Vanderbilt Athletics and Vanderbilt Football."