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公开(公告)号:US11929070B1
公开(公告)日:2024-03-12
申请号:US17461124
申请日:2021-08-30
Applicant: Amazon Technologies, Inc.
Inventor: Ruhi Sarikaya , Zheng Du , Xiaohu Liu , Kai Liu , Sriharsha Venkata Chintalapati , Chenlei Guo , Hung Tuan Pham , Joe Pemberton , Zhenyu Yao , Bigyan Rajbhandari
CPC classification number: G10L15/22 , G06N20/20 , G10L15/02 , G10L15/063 , G10L2015/225
Abstract: Techniques for performing centralized unsuperivised learning in a multi-domain system are described. A user may request labeled data for an ML task, where the request includes a prompt for obtaining relevant explicit user feedback. The system may use the prompt to collect explicit user feedback for relevant runtime user inputs. After a duration of time (in the user's request for labeled data) has elapsed, the system determines whether collected user feedback indicates processing of the user input was defective and, if so, determines a cause of the defective processing. The system then uses one or more label generators to generate labeled data using the collected user feedback, whether the processing was defective, and the determined defect cause.
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公开(公告)号:US11508361B2
公开(公告)日:2022-11-22
申请号:US16889420
申请日:2020-06-01
Applicant: Amazon Technologies, Inc.
Inventor: Isaac Joseph Madwed , Julia Kennedy Nemer , Joo-Kyung Kim , Nikko Strom , Steven Mack Saunders , Laura Maggia Panfili , Anna Caitlin Jentoft , Sungjin Lee , David Thomas , Young-Bum Kim , Pablo Cesar Ganga , Chenlei Guo , Shuting Tang , Zhenyu Yao
Abstract: Described herein is a system for responding to a frustrated user with a response determined based on spoken language understanding (SLU) processing of a user input. The system detects user frustration and responds to a repeated user input by confirming an action to be performed or presenting an alternative action, instead of performing the action responsive to the user input. The system also detects poor audio quality of the captured user input, and responds by requesting the user to repeat the user input. The system processes sentiment data and signal quality data to respond to user inputs.
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公开(公告)号:US20230119954A1
公开(公告)日:2023-04-20
申请号:US17974677
申请日:2022-10-27
Applicant: Amazon Technologies, Inc.
Inventor: Isaac Joseph Madwed , Julia Kennedy Nemer , Joo-Kyung Kim , Nikko Strom , Steven Mack Saunders , Laura Maggia Panfili , Anna Caitlin Jentoft , Sungjin Lee , David Thomas , Young-Bum Kim , Pablo Cesar Ganga , Chenlei Guo , Shuting Tang , Zhenyu Yao
Abstract: Described herein is a system for responding to a frustrated user with a response determined based on spoken language understanding (SLU) processing of a user input. The system detects user frustration and responds to a repeated user input by confirming an action to be performed or presenting an alternative action, instead of performing the action responsive to the user input. The system also detects poor audio quality of the captured user input, and responds by requesting the user to repeat the user input. The system processes sentiment data and signal quality data to respond to user inputs.
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公开(公告)号:US20210375272A1
公开(公告)日:2021-12-02
申请号:US16889420
申请日:2020-06-01
Applicant: Amazon Technologies, Inc.
Inventor: Isaac Joseph Madwed , Julia Kennedy Nemer , Joo-Kyung Kim , Nikko Strom , Steven Mack Saunders , Laura Maggia Panfili , Anna Caitlin Jentoft , Sungjin Lee , David Thomas , Young-Bum Kim , Pablo Cesar Ganga , Chenlei Guo , Shuting Tang , Zhenyu Yao
Abstract: Described herein is a system for responding to a frustrated user with a response determined based on spoken language understanding (SLU) processing of a user input. The system detects user frustration and responds to a repeated user input by confirming an action to be performed or presenting an alternative action, instead of performing the action responsive to the user input. The system also detects poor audio quality of the captured user input, and responds by requesting the user to repeat the user input. The system processes sentiment data and signal quality data to respond to user inputs.
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