The Eagles, alerted by Gandalf, swoop down and carry the dwarves and Bilbo away from the battle, leaving the Lake-men and Elves to deal with the remaining goblins. This event marks a turning point in the story, demonstrating the power and importance of unexpected allies in the face of adversity.