Given the poem was written in the mid-14th century, I'd say you're right.
If one reads even just the introduction to Canterbury Tales, it becomes readily obvious that weapons were a big part of even civilian society. Same era, and swords, daggers, and bucklers were pretty common among the pilgrims.