Just dug it out and yes, it was by written by Julius Lester and Pete Seeger, and the title was actually ‘ The Folksinger’s Guide to the 12-String Guitar as Played by Leadbelly’.
I have to say I tend to play it in Willie McTell style, since it has similarities to Statesboro Blues.