From a data modeling context, what is the core difference between entities and relationships?

Relationships are the way entities interact with each other, and Entities are things that must be considered in the system.

Relationships can be identified as the nouns or building blocks of a data system.

Relationships have attributes whereas entities do not.

There is no difference, relationships and entity terms can be used interchangeably.