Under Settings > Permalinks in Wordpress, set it to 'Post name'. This will put the page names in the URL, instead of having ?page_id=23. Having the page names in the URL is also helpful for search engine crawlers.
You may be using an SEO plugin that has permalink cleaning turned on. This should be turned off as it will remove sections of the listing links.