MANAGING USER INTERACTION FOR INPUT UNDERSTANDING DETERMINATIONS
First Claim
1. A system comprising:
- a memory; and
at least one processor connected with the memory and configured to execute processing for components of an input understanding platform including;
a user interaction mediation component to;
evaluate potential response options for an input when the system is uncertain of a response to the input, wherein the user interaction mediation component evaluates the potential response options based on;
an uncertainty value associated with a potential response option and parameters of the potential response option, anda cost of misclassification of pursuing a potential response option if the potential response option turns out to be incorrect, andselect a response from the potential response options to transmit to the user based on evaluating the uncertainty value and the cost of misclassification for the potential response options.
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Accused Products
Abstract
Examples of the present disclosure improve decision-making for input understanding to assist in determining how to best respond to a user input. A received input is analyzed using an input recognition component, input understanding component and input context component. Potential response options are determined. If uncertainty exists with respect to responding to the received input, an uncertainty value and a cost of misclassification are generated for the potential response options to assist in making a decision as to how to best respond to the received input. The uncertainty value is determined for a potential response and parameters associated with the potential response and the cost of misclassification is a cost associated with pursuing a potential response if the potential response turns out to be incorrect. A response is selected to transmit to a user based on analyzing the generated uncertainty value and the generated cost of misclassification for the potential responses.
137 Citations
20 Claims
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1. A system comprising:
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a memory; and at least one processor connected with the memory and configured to execute processing for components of an input understanding platform including; a user interaction mediation component to; evaluate potential response options for an input when the system is uncertain of a response to the input, wherein the user interaction mediation component evaluates the potential response options based on; an uncertainty value associated with a potential response option and parameters of the potential response option, and a cost of misclassification of pursuing a potential response option if the potential response option turns out to be incorrect, and select a response from the potential response options to transmit to the user based on evaluating the uncertainty value and the cost of misclassification for the potential response options. - View Dependent Claims (2, 3, 4, 5, 6)
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7. A computer-implemented method comprising:
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analyzing received input using an input recognition component, input understanding component and input context component; generating, for potential responses to the received input, an uncertainty value determined based on a potential response and parameters associated with the potential response and a cost of misclassification associated with pursuing a potential response if the potential response turns out to be incorrect, when uncertainty exists with respect to a response to the received input; and selecting a response to transmit to a user based on analyzing the generated cost of misclassification and the generated uncertainty value for the potential responses. - View Dependent Claims (8, 9, 10, 11, 12, 13, 14, 15)
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16. A computer-readable storage device containing instructions, that when executed on at least one processor, causing the processor to execute a process comprising:
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analyzing received input using an input understanding platform, wherein confidence values are determined upon components of the input understanding platform evaluating the received input; aggregating the determined confidence values components of the input understanding platform to determine a level of uncertainty with respect to a potential response to the received input; determining whether to request further clarification from a user based on evaluating the level of uncertainty for the potential response and a cost of misclassification associated with pursuing a potential response option if the potential response option turns out to be incorrect; and selecting a response to transmit to a user based on the determining. - View Dependent Claims (17, 18, 19, 20)
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Specification