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US Patent 11494565 Natural language processing techniques using joint sentiment-topic modeling

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Patent
Patent
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Patent attributes

Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
0
Patent Number
114945650
Patent Inventor Names
William Scott Paka0
Gaurav Ranjan0
Suman Roy0
Tanmoy Chakraborty0
Ayan Sengupta0
Date of Patent
November 8, 2022
0
Patent Application Number
170912440
Date Filed
November 6, 2020
0
Patent Citations
‌
US Patent 10754883 System and method for insight automation from social data
0
Patent Primary Examiner
‌
Nafiz E Hoque
0

There is a need for more effective and efficient natural language processing (NLP) solutions. This need can be addressed by, for example, solutions for performing NLP-based document prioritization by utilizing joint sentiment-topic (JST) modeling. In one example, a method comprises identifying a JST latent distribution of the digital document that describes topic designation probabilities and sentiment designation probabilities for the digital document; determining, by processing the topic designation probabilities, a document-topic entropy measure for the digital document; determining, by processing the sentiment designation probabilities, a sentiment-topic entropy measure for the digital document; determining, by processing per-word inverse domain frequency measures for the digital, a document popularity measure for the digital document; generating the predicted document priority score based on the document-topic entropy measure, the sentiment-topic entropy measure, and the document popularity measure; and performing one or more prediction-based actions based on the predicted document priority score.

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