No we recommend that you do not. The last thing you want is to have a crack done the middle of your new high gloss epoxy floor. Once you've applied Armor Chip or Armor Granite the saw cuts will add dimension to the floor and they will look like big slabs of stone. If your floor is older than 10 years it's probably ok to fill them since the floor is done settling. But you never know for sure what can happen.