Abstract: Systems and methods are disclosed for training and deployment of machine learning-based models that dynamically translate natural language to database query language, and include automation of training data generation, query representation language, and adaptive model training. A method for generating datasets for a natural language interface to a database includes a database query builder, which receives insights regarding the database, and based at least in part on the database insights builds a plurality of database queries. The method further includes generating a data distribution of natural language queries paired with corresponding database queries by, for each one of the plurality of database queries, pairing the database query to a natural language query and one or more paraphrases of the natural language query, and projecting the data distribution onto a plurality of segmented text distributions and applying one or more control signals to generate an optimal training data distribution.

Abstract: The present disclosure relates to a system in package having a chiplet with a first substrate and a first die deposed over the first substrate, a second die, a second substrate that the chiplet and the second die are deposed over, and a heatsink spreader deposed over the chiplet and the second die. Herein, the first substrate includes layered-cake shaped heatsink stanchions that are coupled to the first die, and the second substrate includes layered-cake shaped heatsink stanchions that are coupled to the chiplet and the second die. As such, heat generated by the first die can be dissipated by the heatsink stanchions within the first and second substrates, and heat generated by the second die can be dissipated by the heatsink stanchions within the second substrate. Furthermore, the heat generated by the first die and the second die can be dissipated by the heatsink spreader above them.

Abstract: The present disclosure relates to a system in package having a chiplet with a first substrate and a first die deposed over the first substrate, a second die, a second substrate that the chiplet and the second die are deposed over, and a heatsink spreader deposed over the chiplet and the second die. Herein, the first substrate includes layered-cake shaped heatsink stanchions that are coupled to the first die, and the second substrate includes layered-cake shaped heatsink stanchions that are coupled to the chiplet and the second die. As such, heat generated by the first die can be dissipated by the heatsink stanchions within the first and second substrates, and heat generated by the second die can be dissipated by the heatsink stanchions within the second substrate. Furthermore, the heat generated by the first die and the second die can be dissipated by the heatsink spreader above them.

Abstract: A method and apparatus store data for locations. Updates to the data for the locations are received and stored. In one implementation, a quick read location trigger is received image from a sender, wherein one of the locations is identified based upon the received quick read location trigger. In another implementation, one of the locations is identified based upon an identifier received from a computer aided dispatch. The data with the updates is transmitted to the sender of the quick read location trigger or to an emergency service provider while in transit to said one of the locations.

Abstract: A method and apparatus prompt for input of and receiving hazards of a workplace, prompt for input of an receiving an exposure frequency value for each received hazard, prompt for input of an receiving an outcome severity value for each received hazard, and prompt for input of an receiving an occurrence probability value for each identified hazard. A risk-based score for each identified hazard is determined based on the exposure frequency value, the outcome severity value and the occurrence probability value of each of the identified hazards of the workplace.

Abstract: In one aspect, the present invention provides a subsurface heater comprising: a combustible gas supply conduit; an oxygen supply conduit and a heat transmissive external housing encompassing a porous refractory medium. The combustible gas supply conduit and the oxygen supply conduit are configured as a concentric pair disposed within the porous refractory medium and coupled to a plurality of gas jets disposed within the porous refractory medium. The porous refractory medium has disposed within it a plurality of combustion product gas return conduits. The combustion product gas return conduits are configured to receive combustion product gases from the porous refractory medium. Also provided in another aspect of the present invention, is a method for heating a subsurface zone.

Abstract: A method for sterilizing a female or male patient is provided. The method comprises introducing into a reproductive duct of the patient a composition comprising a nucleophilic component, such as a thiol, and a component containing a conjugated unsaturated bond, such as an acrylate. The composition crosslinks within the reproductive duct. Within a female patient, the composition is introduced into one or both uterine tubes. The composition gels in the uterine tubes, thereby blocking the uterine tubes and preventing conception.