Hi there, I landed here because I had the same issue.
I headed back to the editor and found the gallery options:
- add "section"
- select "Images" and choose the one that already looks like a gallery
- then go to "Edit section"
- there you can choose which "Gallery Type" you prefer
- if you activate "Options - Captions" you description text will appear
Happy New Year!