VSM-Text does not capture the semantics of Wikipedia concepts as the textual description in Wikipedia article also contains generic terms which are not enough to specify the precisely semantics of Wikipedia concepts.
vSM-Hyperlink achieved noticeable improvement over vSM-Text as vSM-Hyperlink builds the semantic profile by using hyperlinks in the article content.