Open the batch and click Download CSV.
The file has one row per product with: sku, product_name, status, background, collage_url, the image links (image_1 to image_4, or up to 9 for a contact sheet) and any error.
For your store, the Listing board export is usually better: it only includes the images you marked Ready, in your chosen order.