Phones do not show you the real battery state. The % of real charge left when your battery shows 0% will differ depending on OS and version, but no smartphone will allow you to continue running it when approaching empty.
This is because the closer you get to a really empty battery, the more risk of wear there is on components. Suddenly undervolting components because your battery physically cannot supply enough power is not good.