After winning away at Southampton in the last eight, the Reds were paired with Spurs during Thursday night's draw.
The first leg will be played at Tottenham Hotspur Stadium in the week commencing January 6 and the return clash at Anfield in the week commencing February 3.
Arsenal and Newcastle United meet in the other semi-final.
