Microsoft Technology Licensing, LLC

Microsoft Corporation

Jeffrey Hill

Yuri Zieman

David W Williams

David R Williams

An embodiment of a method is disclosed wherein a natural language communication is received from a user. A concept recognition process is applied to automatically derive a representation of concepts embodied in the natural language communication. A collection of information likely to be useful in responding to the natural language communication is selected based on correspondence to the representation of concepts. The collection of information is provided to a human agent through an interface. Through the interface, an identification of a particular item of information from the collection is received. The particular item is illustratively a sub-set of the collection of information, the sub-set being a particular proposed response to the natural language communication. The particular proposed response is delivered to the user.

Management of conversations

An automated response system (e.g., an automated voice response system) may employ learning strategies to develop or improve automated response capabilities. Learning strategies may include using communications(e.g., utterances, text messages, etc.) of one party in a conversation (e.g., a customer service agent) to identify and categorize communications of another party in the conversation (e.g., a caller). Classifiers can be build from the categorized communications. Classifiers can be used to identify common communications patterns of a party in a conversation (e.g., an agent). Learning strategies may also include selecting communications as learning opportunities to improve automated response capabilities based on selection criteria (e.g., selection criteria chosen to ensure that the system does not learn from unreliable or insignificant examples).

Natural language classification within an automated response system

In one aspect, an arbitrary natural language communication is received from a user. A concept recognition process is applied to automatically derive a representation of concepts embodied in the communication. The concept representation is used to provide to a human agent information useful in responding to the natural language communication.

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Jeffrey Hill