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US Patent 11972220 Enhanced logits for natural language processing

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Is a
Patent
Patent
0

Patent attributes

Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
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Patent Number
119722200
Patent Inventor Names
Thanh Long Duong0
Poorya Zaremoodi0
Manish Parekh0
Cong Duy Vu Hoang0
Elias Luqman Jalaluddin0
Thanh Tien Vu0
Yu-Heng Hong0
Ying Xu0
...
Date of Patent
April 30, 2024
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Patent Application Number
174566870
Date Filed
November 29, 2021
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Patent Citations
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US Patent 10825449 Systems and methods for analyzing a characteristic of a communication using disjoint classification models for parsing and evaluation of the communication
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US Patent 10796217 Systems and methods for performing automated interviews
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US Patent 10685293 Methods and systems for analyzing cybersecurity threats
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Patent Primary Examiner
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Yogeshkumar Patel
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CPC Code
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H04L 51/02
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G06N 20/10
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G06N 20/00
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G06N 3/08
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G06F 40/211
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G06F 40/30
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G06F 40/253
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G06F 40/205
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Patent abstract

Techniques for using enhanced logit values for classifying utterances and messages input to chatbot systems in natural language processing. A method can include a chatbot system receiving an utterance generated by a user interacting with the chatbot system and inputting the utterance into a machine-learning model including a series of network layers. A final network layer of the series of network layers can include a logit function. The machine-learning model can map a first probability for a resolvable class to a first logit value using the logit function. The machine-learning model can map a second probability for a unresolvable class to an enhanced logit value. The method can also include the chatbot system classifying the utterance as the resolvable class or the unresolvable class based on the first logit value and the enhanced logit value.

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