Abstract: Methods and systems are described that automatically organize directory hierarchies and label individual directories systematically. Upon a number of files in a first directory exceeding a maximum number of files, a second directory is created. The files formerly disposed only in the first directory are organized into both of the first directory and the second directory so that the threshold number of files is not exceeded in either of the first or second directories. Organizing the files into the first and second directories uses vector representations of each of the files generated by the system so that, when organized, the first and second directories each include files with similar content. Labels are selected for each of the directories based on a comparison between a vector representation of the collective contents of each directory and vector representations of titles in a database.

Abstract: A system and method for providing query results with visual cues is described. The visual cues, such as variation in color, typography (e.g., size, spacing, etc.), layout, etc., indicate relevance of a query result relative to other displayed results. The visual appearance of the query results may be determined based on a distribution of scores associated with the query results. Generally, the more a particular score deviates from a chosen statistical measure (e.g., mean, median, mode, etc.), the more distinct the visual appearance of the associated query result is from the other results. In this way, unlike with previous techniques, query results are presented to a user in an intuitive way that allows the user to distinguish between highly relevant and less relevant results.

Abstract: Methods and systems are described that automatically organize directory hierarchies and to label individual directories systematically. Upon a number of files in a first directory exceeding a maximum number of files, a second directory is created. The files formerly disposed only in the first directory are organized into both of the first directory and the second directory so that the threshold number of files is not exceeded in either of the first or second directories. Organizing the files into the first and second directories uses vector representations of each of the files generated by the system so that, when organized, the first and second directories each include files with similar content. Labels are selected for each of the directories based on a comparison between a vector representation of the collective contents of each directory and vector representations of titles in a database.