Anti-Nephi-Lehi suggests that they hide away their weapons. The given reason is that they would be cached as a witness of their covenant. It is possible that this was seen as a devotional burying, a practice well known in the archaeology of Mesoamerica. There is another more practical reason, and that is that the removal of the weapons further removed the temptation to use them.