Document expansion, in addition to inserting text and hyperlinks, can also involve adding non textual content such as images that are topically related to document text, in order to enhance the readability (or in fact indexability) of the text.
we demonstrate that a tf-idf based term weighting for the query terms can prove useful in improving retrieval effectiveness, thus leaving open the future directions of research for effective query representation for this task.