Relevance logic is a non-classical logic system that seeks to ensure the premises of an argument are relevant to its conclusion, addressing issues in classical logic where irrelevant premises can still lead to valid conclusions. It modifies the implication operator to avoid the paradoxes of material implication, ensuring a stronger connection between antecedents and consequents.