1. A multi-media searching system, comprising: a query component that calculates responsibility vectors for frames of a query segment, the query component providing a query profile based, at least in part, upon the responsibility vectors of the frames; a segment component that retrieves responsibility vectors for segments of files, the segment component generating segment profiles of at least one segment of the files, a segment profile for a segment being based, at least in part, upon responsibility vectors of the segment; and, a sort component that provides information associated with a likelihood that a particular file includes the query segment based, at least in part, upon the query profile and a segment profile of a segment of the particular file.