Even if the communications were encrypted we should still be able to listen for the repeated patterns in their 'ascii' / 'unicode' codeset.
And that would be true for virtually all "encrypted" human wireless communications today -- that we could see the structure at all of the layers below where the encryption is applied -- but isn't it still possible with some spread-spectrum techniques to make a meaningful radio signal look quite a bit like noise?