Not having eaten them myself, I would guess the taste isn't quite the same as their smaller cousins served over ice on the half shell. Also, even if they did taste similar, the sheer size would likely make them unappetizing to even the most adventurous westerners.
The Chinese on the other hand are very familiar with the giant pacific variety and have many traditional recipes for them.