Microsoft Technology Licensing, LLC

Yuting Sun

Weizhu Chen

Pengcheng He

Matthew Brigham Hall

Yu Zhao

Zheng Chen

Yi-Min Wang

Eslam K Abdelreheem

Jiayuan Huang

Junyan Chen

Katherine Winant Osborne

Vikas Bahirwani

Jade Huang

Methods, systems, apparatuses, and computer program products are provided for extracting an entity value from a sentence. An embedding set that may include one or more sentence embeddings is generated for at least part of a first sentence that is tagged to associate a first named entity in the sentence with an entity type. A plurality of candidate embeddings is also generated for at least part of a second sentence. The one or more sentence embeddings in the embedding set may be compared with each of the plurality of candidate embeddings, and a match score may be assigned to each comparison to generate a match score set. A particular match score of the match score set may be identified that exceeds a similarity threshold, and an entity value of the entity type may be extracted from the second sentence associated with the identified match score.

Example based entity extraction, slot filling and value recommendation

A system for training and deploying an artificial conversational entity using an artificial intelligence (AI) based communications system is disclosed. The system may comprise a memory storing machine readable instructions. The system may also comprise a processor to execute the machine readable instructions to receive a request via an artificial conversational entity. The processor may also transmit a response to the request based on a dialog tree generated from at least a model-based action generator and a memory-based action generator. The processor may further provide a training option to a user in the event the response is suboptimal. The processor may additionally receive a selection from the user via the training option. The selection may be associated with an optimal response.

Interactive dialog training and communication system using artificial intelligence

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Kirkland, WA, United States of America

Yuting Sun