Abstract: A method comprises identifying entities in a form document; for each of the entities, generating a vector for the entity that comprises a plurality of values describing content of the entity and a position of the entity within the form document; identifying, by the computing system, pairs of the entities that satisfy a spatial relationship requirement; for each pair of entities satisfying the spatial relationship requirement, applying a classification machine-learned (ML) model that takes as input the vectors for the pair of entities and outputs a category for a first entity of the pair of entities and a category for a second entity of the pair of entities, wherein a combination of the category for the first entity and the category for the second entity represents a semantic relationship between the first entity and the second entity; and processing the form document based on the semantic relationships between the entities.

Abstract: Example embodiments provide techniques for configuring a system to receive an input at a source device and present an output at another device within the same space as the source device. The output device may be selected based on various factors relating to the capabilities of the output device, the type of output responsive to the user input, whether the output device is active, whether the output device was recently used and others.

Abstract: Example embodiments provide techniques for configuring a system to receive an input at a source device and present an output at another device within the same space as the source device. The output device may be selected based on various factors relating to the capabilities of the output device, the type of output responsive to the user input, whether the output device is active, whether the output device was recently used and others.

Abstract: Systems and methods allow for floor plan generation for device visualization and use. For example, image data may be utilized to segment a building from non-building elements in an image, and the outline of the building may be utilized to generate a floor plan of the building. A user interface may be generated to present the floor plan and allow for placement of representations of walls, doors, windows, and electronic devices within the floor plan. Placement of these elements may be performed in response to input from a user and/or may be performed automatically utilizing naming indicators, device-affinity data, historical usage data, signal-strength data, etc. Once placed, the device representations may be utilized to operate the devices and display related information, such as alerts.