Parsing inflected forms may not always work as expected. If the following does not give the correct word, try Latin Words or Perseus.
* sŭper-fŭgĭo, gĕre, v. a., to flee away over a thing: intactas levis ipse superfugit undas, Val. Fl. 3, 554.