In my experience, students will sooner or later run into the madness that is English past participle vs. past tense. They can pick up a few patterns but there’s so much more to know that a good chunk of it is just plain rote memorization. And that’s just (one aspect of) one part of speech. English has waaay too many exceptions and irregularities.