A Fred and Ginger panel examined that famous partnership in detail, John Mueller asserting that Ginger Rogers was among the best actresses of her time, a statement he backed up with clips showing her reactions as Astaire sang – what better test of acting talent than to react convincingly while someone croons to you? —TLS
This is true! Look at Ginger beginning around :56...
(Link originates, as all things do, here.)