Microstrategy, Inc.

Shiliang Wang

Ananya Ojha

Yuliyan Kiryakov

Yinong Chen

Disclosed are methods, systems, and computer-readable medium for providing query results. The query results may be provided more accurately and faster than via distributed tables. Disclosed techniques include receiving a plurality of tables comprising attributes and attribute data, the attribute data comprising attribute forms and attribute related information, identifying attributes and corresponding attribute data from each of the plurality of tables, applying a categorization machine learning model to categorize each attribute data as an attribute form or an attribute related information, generating the lookup table based on the attributes and the corresponding attribute forms, generating the relationship table based on the attributes and the corresponding attribute related information, receiving a query for attribute data, and generating a query response based on at least one of the lookup table or the relationship table.

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Vienna, VA, United States of America

Shiliang Wang