Invention Publication
- Patent Title: MACHINE LEARNING DATASET GENERATION USING A NATURAL LANGUAGE PROCESSING TECHNIQUE
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Application No.: US18212429Application Date: 2023-06-21
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Publication No.: US20240031477A1Publication Date: 2024-01-25
- Inventor: Jeffrey RULE , Kaitlin NEWMAN , Rajko ILINCIC
- 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
- Main IPC: H04M3/24
- IPC: H04M3/24 ; H04M3/22 ; H04L51/02 ; H04M3/54 ; G10L15/30 ; G10L15/18 ; G06N20/00 ; G06N5/04 ; H04L9/40 ; G10L15/22

Abstract:
A server can receive a plurality of records at a databases such that each record is associated with a phone call and includes at least one request generated based on a transcript of the phone call. The server can generate a training dataset based on the plurality of records. The server can further train a binary classification model using the training dataset. Next, the server can receive a live transcript of a phone call in progress. The server can generate at least one live request based on the live transcript using a natural language processing module of the server. The server can provide the at least one live request to the binary classification model as input to generate a prediction. Lastly, the server can transmit the prediction to an entity receiving the phone call in progress. The prediction can cause a transfer of the call to a chatbot.
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