I recently upgraded to iOS 11.1 and none of my songs are giving me the options to play lyrics. Has this feature been removed or the option to display them been changed?
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This is a known bug in iOS 11.1+ (11.2 and 11.2.5). There is an Apple Discussion with over 1250 users saying they are having that issue. I am not sure if there is an open Radar ticket for this bug.
Update: Fixed in iOS 11.4.
You can find the instructions to view lyrics of the currently playing song in the Apple Support Article, View lyrics in Apple Music.
On your iPhone, iPad, iPod touch, or Android phone
While listening to a song, tap or swipe up on the player at the bottom of the screen to open Now Playing. To the right of Lyrics, tap Show.