Annette Bening
Three nominations, yet she always gets beaten by another powerful performance. Her latest nomination was in 2011 for "The Kids Are Alright." She lost to Natalie Portman for her performance in "Black Swan." In 2017, she was snubbed with no nomination for her acclaimed work in "20th Century Women."