Good question. Let's start from the PREPOSITION.
The definition of a preposition is a word or phrase that connects a noun or pronoun to a verb or an adjective in a sentence. They are usually short words, and they normally are found in front of nouns.
e.g. Since 2 years ago, I have starting Chinese language learning. or
I have starting Chinese language learning since 2019.
SINCE + noun, shows that it is definitely a preposition.
But we cannot put 以来 in front of nouns. The only way is noun + 以来。It is always attached short words which indicate time somehow. Like 2年以来,建国以来,进入21世纪以来.....
Actually, ....以来 is the simple way of the structure 自从....以来. You can say also: 自从建国以来, 自从21世纪以来..... So, I suggest that better take 自从=SINCE as the same preposition function.