The yearly prevalence of eponyms among neurologist-authored publications ranged from 15% and 25%, as the number of unique eponyms used increased from 693 in 1988 to 1,076 in 2013. Residents with 1+ years of neurology training reported familiarity with significantly more eponyms than those prior to neurology training (p<0.001). Most residents were either unaware of an alternative descriptor or preferred using the eponym. Despite recognizing both the benefits and drawbacks of eponyms, the vast majority of trainees stated that historical precedence, pervasiveness, and ease of use would drive continued use of eponyms in neurology.