Dogs really are allowed to sit in on lectures. According to the Dartmouth Administrative Guide, non-messy dogs are allowed in non-dormitory buildings if they are in the care of a keeper. The regulation does not mention dogs that run free and are not “creating a nuisance.”
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[Update 11.10.2012: Broken links to DAG removed.]