Long-distance dependencies refer to relationships between elements in a sentence that are not adjacent, often requiring complex syntactic or semantic analysis to understand. They are crucial in natural language processing and linguistics for understanding phenomena like subject-verb agreement, wh-movement, and anaphora resolution.