If I gave you a heavily compressed JPEG, and asked you to make it look better, could you remove the compression artifacts without much manual effort? You don't

If I gave you a heavily compressed JPEG, and asked you to make it look better, could you remove the compression artifacts without much manual effort? You don't have access to the original uncompressed image.