What does'Notice me Senpai' mean?

Is it a meme/quote from a movie? Seem to see the phrase in lots of places

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SW-User

It honestly bothers me when weebs use 'senpai' to denote their significant other. Senpai means upperclassman, or a higher-level student.

Jm31xxx · 41-45, M

@SW-User thanks.... But why am i seeing it all over?

SW-User

@Jm31xxx *shrugs shoulders *