There are aspects of cognate identification that can only be detected by human experts, such as cognates that have undergone extensive phonetic and semantic changes, or large-scale lexical borrowing between languages.
we believe that our system represents a step towards automated cognate identification, and will prove a useful tool for historical linguists.