Critically acclaimed romantic dramas with powerful female leads include 'The Notebook' (2004) starring Rachel McAdams, 'La La Land' (2016) featuring Emma Stone's Oscar-winning performance, and 'A Star Is Born' (2018) with Lady Gaga's impactful portrayal.