Georgia Hale is third from the left, next to Charlie.
Photo source: New Movie, December 1930
Charlie's date was Georgia Hale, his leading lady in The Gold Rush (who never looks like the dance hall girl in candid photos.) She was his constant companion around this time. Notice that Charlie's hair is dyed black for the filming of City Lights.