A friend of mine who goes there a lot sent me the following:

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As far as romantic,  I would say the Waterfront Restaurant on Anna Maria or Marvista on Long Boat Key.
 
https://thewaterfrontrestaurant.net/
 
http://marvista.groupersandwich.com/
 
 
Both have great food and atmosphere.