Minimalist poems are loosely defined but influenced by forms like haiku and focus on being concise by eliminating unnecessary words. They do not rely on narrative elements like characters, scenes, or specific events and instead focus on individual words or typography by varying font, spacing, and size. Minimalist poetry emphasizes visual representation through the shape and placement of words on the page rather than just meaning.