Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for training a neural network to perform any one or more of a variety of machine learning tasks. For example, the neural network can be configured as a generative neural network, e.g., an autoregressive generative neural network.

Abstract: Methods, systems, and apparatuses, including computer programs encoded on computer storage media, for configuring a set of language model neural networks, e.g., a first large language model and a second smaller-sized language model, and performing a machine learning task on new inputs using the set of language model neural networks. Configuring the language model neural networks and performing a machine learning task can include leveraging the ability of a first large language model to follow prompt-engineered instructions and perform chain-of-thought reasoning, while also fine-tuning a second, smaller language model neural network to optimize the machine learning task performance.

Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for training a neural network to perform any one or more of a variety of machine learning tasks. For example, the neural network can be configured as a generative neural network, e.g., an autoregressive generative neural network.

Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for training a neural network to perform any one or more of a variety of machine learning tasks. For example, the neural network can be configured as a generative neural network, e.g., an autoregressive generative neural network.

Abstract: Determining lung capacity of includes capturing an audio waveform of the user performing an utterance presented to a user. A video of the user performing the utterance can be captured. The captured audio waveform and the video are analyzed for compliance. Based on the audio waveform, an indicator of respiratory function is determined. The indicator is compared with a reference indicator to determine health of the user. A machine learning model such as neural network can be trained to predict the indicator of the respiratory function based on input features comprising audio spectral and temporal characteristics of utterances. Determining the indicator or respiratory function can include running the trained machine learning model.

Abstract: Determining lung capacity of includes capturing an audio waveform of the user performing an utterance presented to a user. A video of the user performing the utterance can be captured. The captured audio waveform and the video are analyzed for compliance. Based on the audio waveform, an indicator of respiratory function is determined. The indicator is compared with a reference indicator to determine health of the user. A machine learning model such as neural network can be trained to predict the indicator of the respiratory function based on input features comprising audio spectral and temporal characteristics of utterances. Determining the indicator or respiratory function can include running the trained machine learning model.

Abstract: A bias compensation method, system, and computer program product include modifying a behavior of a first analytic engine service with a second analytic engine service, where the first service accepts user submitted data and communicates an assessment of the data in a form of a label associated with the corresponding submitted data, where the second service accepts an input and communicates an assessment in a form of a label associated with the corresponding input, and where a behavior model of the first service and the second service includes a discrepancy between the output labels by each service with respect to true labels of data accepted, further including composing a new analytic engine service from the first service and the second service to optimize a service bias in terms of a test dataset based on the behavior model and the known true assessments.

Abstract: A camera field indicating method, system, and non-transitory computer readable medium for a camera including imaging optics, a light sensor, the imaging optics and the light sensor intermittently sensing incoming light, and an edge-lit illuminator including a light source and a leaky waveguide situated adjacent the imaging chip so as to share the imaging optics with the light sensor.

Abstract: A computer-implemented method, data processor and computer program product determine exposure levels to external stimuli. At least one environmental condition is monitored and an external stimulus event is identified based on the at least one environmental condition. An intensity level of the external stimulus event is determined to exceed a predetermined threshold. An exposure level of the external stimulus is determined by integrating the intensity level over time. At least one human biometric quantity of a user is measured and a personal exposure level limitation is determined for the user based on the measured at least one human biometric quantity. When the exposure level exceeds the personal exposure level limitation, the user is warned of the exposure level. The human biometric quantity is one of: heart rate, blood pressure, body temperature, glucose level, blood oxygen level, muscle activity, electrolyte level, and lactic acid level.

Abstract: A meeting management method, system, and non-transitory computer readable medium, include a target determination circuit configured to determine a target of an agenda for a meeting, the target of the agenda including which users correspond to a topic, a behavior capturing circuit configured to capture behavior of the users during the meeting, a tracking and identifying circuit configured to track the behavior of the users during the meeting and identify a user of the users corresponding to the behavior, and a difference determination circuit configured to determine if a difference between the behavior of the users and the target of the agenda is greater than a threshold value.

Abstract: A textual message that is nonconforming to a grammar of a language is received. The textual message is transformed into a grammatically structured interrogative form. A first sentence of a received content is scored relative to the interrogative form. The received content includes a proposal for an action in a form of a plurality of grammatically compliant structures. Based on the scoring, a response sentence having a highest score is selected. Responsive to the highest score corresponding to the response sentence being above a threshold, the response sentence is transformed into a corresponding summary phrase that is not constrained by the grammar.

Abstract: A camera field indicating method, system, and non-transitory computer readable medium for a camera including imaging optics, a light sensor, the imaging optics and the light sensor intermittently sensing incoming light, an extended light source provided separate from the imaging optics and the light sensor, the extended light source comprising a distributed illuminator capable of being intermittently activated when the light sensor does not need to sense incoming light such that a projection of the distributed illuminator through a duplicate lens of the extended light source matches a field of view of the light sensor.

Abstract: A bias compensation method, system, and computer program product include modifying a behavior of a first analytic engine service with a second analytic engine service, where the first service accepts user submitted data and communicates an assessment of the data in a form of a label associated with the corresponding submitted data, where the second service accepts an input and communicates an assessment in a form of a label associated with the corresponding input, and where a behavior model of the first service and the second service includes a discrepancy between the output labels by each service with respect to true labels of data accepted, further including composing a new analytic engine service from the first service and the second service to optimize a service bias in terms of a test dataset based on the behavior model and the known true assessments.

Abstract: Systems and methods for reducing produced gas venting from a hydrocarbon well, in which the engine driving the pump burns produced gas from the well, the engine made to increase its throttle to burn more gas in response to an increased gas pressure indicator, and an external load such as a generator directed to increase the load on the engine and maintain the engine operating within a desired revolutions-per-minute range to avoid redline condition.

Abstract: A camera field indicating method, system, and non-transitory computer readable medium for a camera including imaging optics, a light sensor, the imaging optics and the light sensor intermittently sensing incoming light, and an edge-lit illuminator including a light source and a leaky waveguide situated adjacent the imaging chip so as to share the imaging optics with the light sensor.

Abstract: A dialog performance improvement method, system, and computer program product, include, computing a plurality of question classes and a confidence score for each of the question classes for a language input of a user, comparing the confidence score to an upper threshold and a lower threshold for each of the question classes to determine which of at least one action to perform, receiving a language feedback from the user for the performed action, and adjusting at least one of the upper threshold and the lower threshold based on the language feedback from the user.

Abstract: A camera field indicating method, system, and non-transitory computer readable medium for a camera including imaging optics, a light sensor, the imaging optics and the light sensor intermittently sensing incoming light, an extended light source provided separate from the imaging optics and the light sensor, the extended light source comprising a distributed illuminator capable of being intermittently activated when the light sensor does not need to sense incoming light such that a projection of the distributed illuminator through a duplicate lens of the extended light source matches a field of view of the light sensor.

Abstract: A computer-implemented method, data processor and computer program product determine exposure levels to external stimuli. At least one environmental condition is monitored and an external stimulus event is identified based on the at least one environmental condition. An intensity level of the external stimulus event is determined to exceed a predetermined threshold. An exposure level of the external stimulus is determined by integrating the intensity level over time. At least one human biometric quantity of a user is measured and a personal exposure level limitation is determined for the user based on the measured at least one human biometric quantity. When the exposure level exceeds the personal exposure level limitation, the user is warned of the exposure level. The human biometric quantity is one of: heart rate, blood pressure, body temperature, glucose level, blood oxygen level, muscle activity, electrolyte level, and lactic acid level.

Abstract: Visual recognition of medications involves determining an identity of each dispensed medication in a plurality of different medications and a dosage for each dispensed medication from a picture containing the plurality of different medications. The medications include non-pill medications. Each dispensed medication and the dosage for each dispensed medication is compared to a therapeutic treatment regime containing a plurality of designated medications and a dosage schedule for each designated medication. Previous failures to follow the therapeutic treatment regime are identified. The picture containing the plurality of different medications is analyzed for any counterfeit medications in the dispensed medications.

Abstract: Systems and methods for reducing produced gas venting from a hydrocarbon well, in which the engine driving the pump burns produced gas from the well, the engine made to increase its throttle to burn more gas in response to an increased gas pressure indicator, and an external load such as a generator directed to increase the load on the engine and maintain the engine operating within a desired revolutions-per-minute range to avoid redline condition.