Building conversational understanding systems using a toolset
First Claim
1. A computer implemented method for enabling an application for Conversational Understanding (CU) using assets in a CU service, comprising:
- receiving a selection of Application Programming Interfaces (APIs) that are associated with a domain to use in the application;
automatically updating models for the CU service based on the selection of the APIs and the determined domain;
receiving a Natural Language (“
NL”
) expression, wherein the NL expression may be used to interact with the application;
rephrasing the NL expressions to generate at least one additional expression, wherein the at least one additional expression contains a different, way of expressing a meaning of the NL expression; and
automatic updating the models for CU service based on the rephrased NL expressions;
making the models available to the CU service.
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Accused Products
Abstract
Tools are provided to allow developers to enable applications for Conversational Understanding (CU) using assets from a CU service. The tools may be used to select functionality from existing domains, extend the coverage of one or more domains, as well as to create new domains in the CU service. A developer may provide example Natural Language (NL) sentences that are analyzed by the tools to assist the developer in labeling data that is used to update the models in the CU service. For example, the tools may assist a developer in identifying domains, determining intent actions, determining intent objects and determining slots from example NL sentences. After the developer tags all or a portion of the example NL sentences, the models in the CU service are automatically updated and validated. For example, validation tools may be used to determine an accuracy of the model against test data.
89 Citations
20 Claims
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1. A computer implemented method for enabling an application for Conversational Understanding (CU) using assets in a CU service, comprising:
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receiving a selection of Application Programming Interfaces (APIs) that are associated with a domain to use in the application; automatically updating models for the CU service based on the selection of the APIs and the determined domain; receiving a Natural Language (“
NL”
) expression, wherein the NL expression may be used to interact with the application;rephrasing the NL expressions to generate at least one additional expression, wherein the at least one additional expression contains a different, way of expressing a meaning of the NL expression; and automatic updating the models for CU service based on the rephrased NL expressions; making the models available to the CU service. - View Dependent Claims (2, 3, 4, 5, 6, 7, 8, 9)
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10. A computer-readable storage medium storing computer-executable instructions for enabling an application for Conversational Understanding (CU) using assets in a CU service, comprising:
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receiving examples of Natural Language (NL) sentences used to interact with the application; detecting a domain, an intent action, and an intent object; receiving input to label the examples; automatically rephrasing the examples of the NL sentences to generate additional sentences that contain different ways of expressing a meaning of the NL sentences; and automatically updating models for the CU service based on the received input, wherein the updated models include the additional sentences. - View Dependent Claims (11, 12, 13, 14, 15)
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16. A system for using tools to enable an application for Conversational Understanding (CU) using assets from a CU service, comprising:
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a processor and memory; an operating environment executing using the processor; and a development manager that is configured to perform actions comprising; displaying a Graphical User Interface (GUI) that includes a display of tools used to enable the application; receiving information to display a domain, an intent action, and an intent object, wherein the domain, the intent action, and the intent object has been detected from examples of Natural Language (NL) sentences used to interact with the application; receiving information to display slot tagging, wherein the slot tagging has been performed on the examples; displaying the detected domain, the intent action, the intent object and the slot tagging in the GUI; receiving input from the GUI to label the examples; and sending the received input for automatic updating of the models for the CU service based on the received input. - View Dependent Claims (17, 18, 19, 20)
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Specification