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US Patent 11651161 Automated detection of reasoning in arguments

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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
116511610
Patent Inventor Names
Avishai Gretz0
Noam Slonim0
Edo Cohen-Karlik0
Assaf Toledo0
Date of Patent
May 16, 2023
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Patent Application Number
167894640
Date Filed
February 13, 2020
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Patent Citations
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US Patent 10229675 Scalable dynamic class language modeling
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US Patent 10607598 Determining input data for speech processing
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US Patent 10133791 Data mining and analysis system and method for legal documents
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US Patent 10402495 Abstractive sentence summarization
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Patent Primary Examiner
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Edwin S Leland, III
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CPC Code
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G06N 3/0454
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G10L 15/16
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G10L 15/183
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G06N 7/005
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G06N 5/045
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G06F 40/284
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G06F 40/30
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G06N 20/00
0

Automated detection of reasoning in arguments. A training set is generated by: obtaining multiple arguments, each comprising one or more sentences provided as digital text; automatically estimating a probability that each of the arguments includes reasoning, wherein the estimating comprises applying a contextual language model to each of the arguments; automatically labeling as positive examples those of the arguments which have a relatively high probability to include reasoning; and automatically labeling as negative examples those of the arguments which have a relatively low probability to include reasoning. Based on the generated training set, a machine learning classifier is automatically trained to estimate a probability that a new argument includes reasoning. The trained machine learning classifier is applied to the new argument, to estimate a probability that the new argument includes reasoning.

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