From Marvel Studios News:
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The Avengers have assembled and for some of them, it will be the last time. Chris Evans, Scarlett Johansson, and Paul Rudd were all photographed on set today. The scene they were filming shows Steve Rogers (Evans), Natasha Romanoff (Johansson), and Scott Lang (Rudd) in plain clothes.