It's left fairly ambiguous by Frank Herbert's books. The Jihad is implied to have taken place over ten thousand years before the beginning of Dune - it's ancient history to everyone involved*, so it's only natural that the details are a little hazy.
*: except Leto II, and he doesn't say much about it
*: except Leto II, and he doesn't say much about it