Sensational night in the League Cup: London clubs left the tournament, "Liverpool" barely survived © Action Images via Reuters

The third stage of the English League Cup on Wednesday evening brought a bouquet of surprises.

First of all, Arsenal lost 1-3 at home to Brighton and thus left the tournament.

West Ham United played 2-2 at home against Blackburn in regular time, and the visitors won 10-9 in the penalty shootout.

In the main match of the third stage, Manchester City beat Chelsea 2-0 after goals from Juliano Alvarezo and Riyad Mahrez.

Another London team fell in Nottingham, where the local Forest convincingly defeated Antonio Conte's disciples 2-0, despite the fact that they played with the strongest lineup.

Liverpool narrowly escaped with Derby County. The main time ended 0-0, and in the penalty shootout, the "Reds" were already behind 1-2 at one point, but Caoimhin Kelleher helped his team to climb out of trouble.

Other results:

Newcastle 0-0 Crystal Palace (hosts triumphed 3-2 after a penalty shootout)

Wolverhampton 1-0 Leeds United

Southampton 1-1 Sheffield Wednesday (hosts triumphed 6-5 after a penalty shootout)