The collect_set function in SQL is specifically used to aggregate values from a column into an array, ensuring that all elements within the array are unique. This is particularly useful in scenarios where you want to remove duplicate values from the result set. For instance, applying collect_set to a column with values ['new', 'active', 'new'] would yield ['new', 'active'], effectively removing the duplicate entry.