I'm pretty sure the defenders lose men (attrition I suppose?). I sieged a few turns "till the end" with my Pontic armies as they consisted practically entirely of cavalry. Every turn the defenders lost about 5-10 men per unit (so the Greek hoplites went from 80 to +- 50 when the city fell).
I didn't lose a single man in the siege.
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