However, we notice that ambiguous sentence usually have fewer words than document, and a lot of topic related sentences can barely share same word except some empty words.
if we use cosine measure to compute similarity between sentences, we cannot differentiate similarity between sentences pairs and thus fall back on a reasonable knowledge context for ambiguous sentence.