Abstract: An approach for determining how well a graph neural network (“GNN”) learns a relation in a multi-relational graph (“MRG”) and generating a generalized relation to substitute in the MRG to more effectively train the GNN to learn the relation. Layers of interest in a GNN may be identified along with which parameters to monitor based on the architecture of the GNN and the model type of the MRG. A MRG may be input into the GNN to generate embeddings for the entities and relations of the MRG. A comprehension score can be generated for the relations and the relations can be ranked. A more generalized relation can be identified for relations ranked below a threshold and can be substituted into the multi-relation graph in place of the lower ranked more specific relations. The updated MRG can be input into the graph neural network to further train the GNN.

Abstract: One embodiment of the invention provides a method for generating and ranking potential barriers that prevent completion of a structured process. The method comprises receiving a textual description of the structured process, receiving one or more templates relating to the structured process, and identifying a set of user actions required to complete the structured process based on the textual description. The method further comprises expanding the set of user actions based on general knowledge to include one or more additional actions, and updating the one or more templates based on the expanded set of user actions. The method further comprises generating, using at least one generative language model, a set of potential barriers that prevent completion of the structured process based on the one or more updated templates.

Abstract: A method for depositing material at a target location with a work vehicle includes receiving an input associated with a target weight of the material to be deposited at the target location. Additionally, the method includes controlling an operation of the vehicle such that an implement of the vehicle obtains a quantity of the material. Furthermore, the method includes controlling the operation of the vehicle such that the implement is raised from a first to a second position. Moreover, the method includes determining a weight of the currently obtained quantity of the material as the implement is raised from the first to the second position. In addition, the method includes controlling the operation of the vehicle such that the currently obtained quantity of the material is deposited at the target location. Further, the method includes initiating display of a current total weight of the material deposited at the target location.

Abstract: A method for depositing material at a target location with a work vehicle includes receiving an input associated with a target weight of the material to be deposited at the target location. Additionally, the method includes controlling an operation of the vehicle such that an implement of the vehicle obtains a quantity of the material. Furthermore, the method includes controlling the operation of the vehicle such that the implement is raised from a first to a second position. Moreover, the method includes determining a weight of the currently obtained quantity of the material as the implement is raised from the first to the second position. In addition, the method includes controlling the operation of the vehicle such that the currently obtained quantity of the material is deposited at the target location. Further, the method includes initiating display of a current total weight of the material deposited at the target location.

Abstract: An agricultural system including a vehicle, a controller; and a display mounted in the vehicle. The display is coupled to the controller and has a display area. The controller is configured to: present a bottom bar along at least a portion of a bottom of the display area; section the bottom bar into a status drawer and a shortcuts drawer; and expand either the status drawer or the shortcuts drawer with an upward motion or a tap on a portion the drawers.

Abstract: An agricultural system including a vehicle, a product delivery system, a controller and a display mounted in the vehicle, the controller is in controlling communication with the product delivery system. The controller is configured to interact with a user by way of the display. The controller being configured to display product delivery information on the display and to allow the user to modify product delivery rates, product selections and/or sources for product by way of a continuously linked selection process.

Abstract: An agricultural system including a vehicle, a controller; and a display mounted in the vehicle. The display is coupled to the controller and has a display area. The controller is configured to: present a left hand area (LHA) along at least a portion of a left side of the display area; section the LHA into an upper LHA drawer and a lower LHA drawer; and expand either the upper LHA drawer or the lower LHA drawer with a rightward swiping motion or a rightward dragging motion of the drawers.

Abstract: An agricultural system including a vehicle, a controller; and a display mounted in the vehicle. The display is coupled to the controller and has a display area. The controller is configured to: present a top bar display along at least a portion of a top side of the display area; position a fixed central information section; and align a plurality of other sections to a left or a right position relative to the fixed central information section.

Abstract: An agricultural vehicle system including a vehicle defining a vehicle platform, an implement coupled to the vehicle, and a display. The implement is defined as a type of implement. The display is mounted in the vehicle and is configured with a plurality of areas displayed thereon with a plurality of User Defined Windows (UDWs) on multiple runscreens. Each UDW occupies at least one of the areas. The plurality of UDWs include a set of defined groups being displayed in selected ones of the areas dependent upon both the vehicle platform and the type of the implement.

Abstract: An agricultural system including a vehicle, a controller; and a display mounted in the vehicle. The display is coupled to the controller and has a display area. The controller is configured to: present a bottom bar along at least a portion of a bottom of the display area; section the bottom bar into a status drawer and a shortcuts drawer; and expand either the status drawer or the shortcuts drawer with an upward motion or a tap on a portion the drawers.

Abstract: An agricultural system including a vehicle, a controller and a display mounted in the vehicle, and an implement coupled to the vehicle. The display is coupled to the controller, and the controller is configured to: identify a system configuration of the vehicle; identify a system configuration of the implement; load and render on the display a selected user interface dependent upon the system configuration of the vehicle and the system configuration of the implement; and provide a tutorial mode with navigational aids to complete setup data for the agricultural system relative to the system configuration of the vehicle and the system configuration of the implement.