Abstract: Disclosed is a natural language processing pipeline that analyzes and processes a corpus of textual data to automatically create a knowledge graph containing the corpus entities such as subjects and object and their relationships such as predicates or verbs. The pipeline is configured as an end-to-end neural Open Schema Construction pipeline having a coreference resolution module, an open information extraction (OIE) module, and an entity canonicalization module. The processed textual data is input to a graph database to create the knowledge graph displayable through a graphical user interface. In operation, the pipeline modules serve to create a single term for all entity mentions in the corpus that reference the same entity through coreference resolution, extract all subject-predicate-object triplets from the coreference resolved corpus through OIE, and then canonicalize the corpus by clustering each entity mention to a canonical form for mapping to the knowledge graph and display.

Abstract: Disclosed is a natural language processing pipeline that analyzes and processes a corpus of textual data to automatically create a knowledge graph containing the corpus entities such as subjects and object and their relationships such as predicates or verbs. The pipeline is configured as an end-to-end neural Open Schema Construction pipeline having a coreference resolution module, an open information extraction (OIE) module, and an entity canonicalization module. The processed textual data is input to a graph database to create the knowledge graph displayable through a graphical user interface. In operation, the pipeline modules serve to create a single term for all entity mentions in the corpus that reference the same entity through coreference resolution, extract all subject-predicate-object triplets from the coreference resolved corpus through OIE, and then canonicalize the corpus by clustering each entity mention to a canonical form for mapping to the knowledge graph and display.

Abstract: Machine for brewing coffee or beverage having at lease one single-serving brewing module, and at least one multi-serving brewing module connected to a commonly shared pump, water reservoir, and boiler. A flow controller is connected to the boiler, pump, and water reservoir, and in one position, the flow controller is connected to the single-serving brewing module, and in another position, the flow controller is connected to the multi-serving brewing module. The water reservoir, pump, boiler and flow controller are connected in series with suitable piping. The flow rate, temperature, and the amount of water to distribute to brewing module(s) are controlled, monitored and adjusted by a control system. The single-brewing module can be adapted to brew prepackaged coffee pods.