The present invention provides an oral tablet comprising glatiramer acetate in an amount from about 10 percent to about 60 percent by weight and one or more gel forming agents in a total amount up to about 90 percent by weight. The present invention also provides a method of delivering glatiramer acetate across a buccal membrane comprising orally administering an oral tablet of any one of the embodiments.