System and Method for Identification of Intent Segment(s) in Caller-Agent Conversations

Patent №

US 10,354,677

Granted

2019-07-16

Filed 2013

Owner

NUANCE COMMUNICATIONS, INC.

+1 more

AI components

4

ml · nlp · speech · planning

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

13781351

Identification of an intent of a conversation can be useful for real-time or post-processing purposes. According to example embodiments, a method, and corresponding apparatus of identifying at least one intent-bearing utterance in a conversation, comprises determining at least one feature for each utterance among a subset of utterances of the conversation; classifying each utterance among the subset of utterances, using a classifier, as an intent classification or a non-intent classification based at least in part on a subset of the at least one determined feature; and selecting at least one utterance, with intent classification, as an intent-bearing utterance based at least in part on classification results by the classifier. Through identification of an intent bearing utterance, a call center for example, can provide improved service for callers through, for example, more effective directing of a call to a live agent.

Machine learningNatural languageSpeechPlanningG10L 25/63G10L 15/08G06F 40/289G06F 40/30G10L 2015/088

AI classification

Natural language1.00
Speech1.00
Machine learning0.99
Planning0.57
Vision0.13
Knowledge representation0.13
AI hardware0.02
Evolutionary computation0.00

Ownership

NUANCE COMMUNICATIONS, INC.

assignment · 299000082

INTERNATIONAL BUSINESS MACHINES CORPORATION

assignment · 314310285

Assignors

MARCUS, JEFFREY N.

On an employer assignment, the assignors are typically the inventors.

From the same owner

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