Invention Grant
- Patent Title: Utilizing machine learning models to identify insights in a document
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Application No.: US17647187Application Date: 2022-01-06
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Publication No.: US11861477B2Publication Date: 2024-01-02
- Inventor: Joni Bridget Jezewski
- Applicant: Capital One Services, LLC
- Applicant Address: US VA McLean
- Assignee: Capital One Services, LLC
- Current Assignee: Capital One Services, LLC
- Current Assignee Address: US VA McLean
- Agency: Harrity & Harrity, LLP
- Main IPC: G06F16/58
- IPC: G06F16/58 ; G06N20/20 ; G06N3/04 ; G06N20/00 ; G06F16/30 ; G06F40/30 ; G06F40/216 ; G06F40/284 ; G06V30/40 ; G06F18/24 ; G06F18/2413

Abstract:
A device receives document information associated with a document, and receives a request to identify insights in the document information. The device performs, based on the request, natural language processing on the document information to identify words, phrases, and sentences in the document information, and utilizes a first machine learning model with the words, the phrases, and the sentences to identify information indicating abstract insights, concrete insights, and non-insights in the document. The device utilizes a second machine learning model to match the abstract insights with particular concrete insights that are different than the concrete insights, and utilizes a third machine learning model to determine particular insights based on the non-insights. The device generates an insight document that includes the concrete insights, the abstract insights matched with the particular concrete insights, and the particular insights determined based on the non-insights.
Public/Granted literature
- US20220129641A1 UTILIZING MACHINE LEARNING MODELS TO IDENTIFY INSIGHTS IN A DOCUMENT Public/Granted day:2022-04-28
Information query