Fine-grained social indexing systems use high-resolution topic models that precisely describe when articles are ???On topic.??? However, the same techniques that make such models ???fine-grained,??? also render the models sensitive to non-responsive ???noise??? words that can appear on Web pages as advertising, side-links, commentary, or other content that has been added, often after-the-fact to,