Here's why:
* Adverbs modify verbs, adjectives, or other adverbs. In this sentence, "late" modifies the verb "arrived".
* It tells us *how* the students arrived. They didn't just arrive, they arrived late.
Let me know if you'd like to analyze another sentence!