iPhone SE (iOS 10.3.3) - Music stuck on repeat
It is likely that the repeat mode is set in the Music app. The repeat mode is still available in the Music app, albeit little hard to locate.

To check for repeat status, in the current playing view, scroll down (as depicted in the image) and check for repeat setting.



Image Source: How To Shuffle Songs in the Music App in iOS 10