You can export a batch with its related batch items from the Batch details page.
This export will include any fields that you originally added to the batch for the purposes of mapping during the Batch entry process. Only these fields will be included in the export.
You can add fields to the Batch Item related list through the Set Columns button, but while they do show up in the Batch detail page, they won't export.