While the batch is processing, a red STOP NOW button appears in the progress area. When you click it, the system cancels the rest of the queue: ads that were already published stay in the account, and ads that hadn't been created yet are canceled. The status on the screen changes to Stopped. Published ads you don't want to keep can be deleted directly from the results list, with the trash icon on each row or by bulk selection.