Rovers dominated in the first half as David Bentley hit the post and David Dunn smashed a shot against the crossbar.
But Dirk Kuyt had three decent chances after the break, as did Gerrard, and Peter Crouch had a header cleared off the line but the Reds were fortunate to escape with a point.
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