Province and assembly are common nouns unless they are specifically used as the name of something. Example: Henan Province, US Senate, the French National Assembly. I believe Senate is always capitalized because it refers to the specific Senate of either the state or federal governments.
When used in a general way, province and assembly are common nouns. Example: Henan is a province in China. Our organization's assembly meets next week.