Despite the fact that Charlie Kaufman’s script and Michel Gondry’s visual concepts were closely followed, the actors were allowed many chances to improvise. Elijah Wood and Mark Ruffalo improvised extensively, and much of the dialog between Jim Carrey and Kate Winslet resulted from videotaped rehearsal sessions during which the two actors became close by sharing tales of their real life relationships and heartbreaks.