The irony is that Jamie Farr was actually in the army. Alan Alda was too. Although it was way after the war, both actually served in Korea. Farr was very proud of his military service and wore his actual dog tags throughout the course of the show.
Don't forge the final episode when everyone was telling what they were going to do and Klinger said, "I can't believe I'm saying this but I'm staying in Korea!"