Thank you for taking the time to try out the site!
arXiv has a keyword based search engine. It looks for words as is in the text. PaperMatch tries to find similar papers that are closer in meaning.
Here is an alternative approach: Take one paper that you like, copy the abstract from arXiv (or arXiv ID) and paste it in PaperMatch. This should help you find similar papers.