Invention Grant
- Patent Title: Selective use of tools for automatically identifying, accessing, and retrieving information responsive to voice requests
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Application No.: US17212141Application Date: 2021-03-25
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Publication No.: US11657819B2Publication Date: 2023-05-23
- Inventor: Ion Gerald McCusker , Ramakrishna R. Yannam , Ashwini Patil , Saahithi Chillara , Ravisha Andar , Emad Noorizadeh , Pravin Kumar Sankari Bhagavathiappan , Yogesh Raghuvanshi , Sushil Golani
- Applicant: BANK OF AMERICA CORPORATION
- Applicant Address: US NC Charlotte
- Assignee: Bank of America Corporation
- Current Assignee: Bank of America Corporation
- Current Assignee Address: US NC Charlotte
- Main IPC: G09B7/02
- IPC: G09B7/02 ; G10L15/22 ; G10L15/10 ; G06N20/00 ; G06F16/33 ; G06F16/2457

Abstract:
An apparatus includes a memory and a processor. The memory stores a machine learning algorithm configured to select between forwarding a request to an agent device and transmitting an automatically generated reply to the request. The processor receives feedback for a decision made by the algorithm, indicating whether the automatically generated reply includes the information sought by the request. If the algorithm decided to forward the request to the agent device, a reward is assigned to feedback that indicates that the reply does not include the information, while a punishment is assigned to feedback that indicates that the reply includes the information. If the algorithm decided to transmit the reply, a reward is assigned to feedback that indicates that the reply includes the information, and a punishment is assigned to feedback that indicates that the reply does not include the information. The processor updates the algorithm using the reward/punishment.
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