Short, keyword-focused slugs help both search engines and readers.
Dropping filler words (a, the, and) and keeping only the key terms shortens the URL and improves click-through. The 'Remove English stop words' option helps with this.
Hyphens (-) between words are the search-engine standard. Underscores (_) are not always treated as word boundaries, so hyphens are recommended for URLs.