You will need to fur out the walls to hang the dry wall on. I would recommend a closed cell foam be sprayed on the walls after the furring, but before the dry wall to insulate. You will get more R value this way for the thin amount of insulation that you are going to be able to have between the logs and drywall. If there is any rot it must be replaced before covering.
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