Abstract: Systems and methods are provided for determining a response to a query in a dialog. An entity extractor extracts rules and conditions associated with the query and determines a particular task. The disclosed technology generates a transformer-based dialog embedding by pre-training a transformer using dialog corpora including a plurality of tasks. A task-specific classifier generates a first set of candidate responses based on rules and conditions associated with the task. The transformer-based dialog embedding generates a second set of candidate responses to the query. The classifier accommodates changes made to a task by an interactive dialog editor as machine teaching. A response generator generates a response based on the first and second sets of candidate responses using an optimization function.

Abstract: Methods and systems are disclosed for improving dialog management for task-oriented dialog systems. The disclosed dialog builder leverages machine teaching processing to improve development of dialog managers. In this way, the dialog builder combines the strengths of both rule-based and machine-learned approaches to allow dialog authors to: (1) import a dialog graph developed using popular dialog composers, (2) convert the dialog graph to text-based training dialogs, (3) continuously improve the trained dialogs based on log dialogs, and (4) generate a corrected dialog for retraining the machine learning.

Abstract: Systems and methods are provided for determining a response to a query in a dialog. An entity extractor extracts rules and conditions associated with the query and determines a particular task. The disclosed technology generates a transformer-based dialog embedding by pre-training a transformer using dialog corpora including a plurality of tasks. A task-specific classifier generates a first set of candidate responses based on rules and conditions associated with the task. The transformer-based dialog embedding generates a second set of candidate responses to the query. The classifier accommodates changes made to a task by an interactive dialog editor as machine teaching. A response generator generates a response based on the first and second sets of candidate responses using an optimization function.

Abstract: Methods and systems are disclosed for improving dialog management for task-oriented dialog systems. The disclosed dialog builder leverages machine teaching processing to improve development of dialog managers. In this way, the dialog builder combines the strengths of both rule-based and machine-learned approaches to allow dialog authors to: (1) import a dialog graph developed using popular dialog composers, (2) convert the dialog graph to text-based training dialogs, (3) continuously improve the trained dialogs based on log dialogs, and (4) generate a corrected dialog for retraining the machine learning.

Abstract: Disclosed are various embodiments related to intercepting, modifying, and analyzing messages being exchanged between two entities. In one embodiment, among others, a method comprises intercepting messages being exchanged between a first entity and a second entity. The intercepted messages are modified to substitute sender information identifying the sender with proxy sender information such that the sender is anonymous to the intended recipient. The messages are also analyzed to determine at least one performance metric associated with the messages being exchanged.

Abstract: Disclosed are various embodiments of a system. In one embodiment, among others, a method comprises intercepting a communication between a first party and a second party in a communication forum. The communication includes first party proxy information as an intended recipient information. The method further comprises accessing a communication pair using the intended recipient information. The intended recipient information is associated with second party proxy information. The second party proxy information is associated with second party information. Additionally, the method comprises determining whether the identity of the sender is valid.

Abstract: Disclosed are various embodiments of a system. In one embodiment, among others, a method comprises intercepting a communication between a first party and a second party in a communication forum, the communication including a first party proxy information as an intended recipient information. The method further comprises accessing a communication pair using the intended recipient information, the intended recipient information being associated with a second party proxy information, the second party proxy information being associated with a second party information. Additionally, the method comprises determining whether the identity of the sender is valid.

Abstract: A fueling environment's safety is improved by adding static charge sensors to the fuel dispenser and its peripherals. The static charge sensors detect static charge proximate the fuel dispenser and provide an indication of the static charge to a threshold detector. If the static charge is above a predetermined threshold, one or more safety devices may be activated to disperse or reduce the amount of hydrocarbon vapors proximate the fuel dispenser. Reduction in the amount of hydrocarbon vapors proximate the fuel dispenser helps reduce the risk of harm from the static charge.

Abstract: Methods for in situ formation of a replacement reaction crystalline coating, acting as an impermeable barrier along grain surfaces, pore throats or dissolution cavities of rocks containing a percentage of free reactive cations and/or carbonate-containing compounds. This replacement crystalline coating is comprised of fluoride compounds, such as fluorite (CaF2), fluorapatite (Ca5[F(PO4)3]) and sallaite (MgF2). The coating or lining is capable of sequestering mobilization and/or movement of radionuclides, metals, metalloids and other naturally occurring undesirables from the media, rock or strata, while allowing water, fluids and other compounds to pass through pre-existing or induced permeability. The sequestration is achieved by shielding the media, rock or strata grains and/or matrix from interacting with pore fluids, hence greatly reducing solubility, dissolution, geochemical leaching and/or other chemical reactions from proceeding.