Invention Grant
- Patent Title: Learning how to rewrite user-specific input for natural language understanding
-
Application No.: US17464755Application Date: 2021-09-02
-
Publication No.: US11862149B2Publication Date: 2024-01-02
- Inventor: Bigyan Rajbhandari , Praveen Kumar Bodigutla , Zhenxiang Zhou , Karen Catelyn Stabile , Chenlei Guo , Abhinav Sethy , Alireza Roshan Ghias , Pragaash Ponnusamy , Kevin Quinn
- Applicant: Amazon Technologies, Inc.
- Applicant Address: US WA Seattle
- Assignee: Amazon Technologies, Inc.
- Current Assignee: Amazon Technologies, Inc.
- Current Assignee Address: US WA Seattle
- Agency: Pierce Atwood LLP
- Main IPC: G10L15/00
- IPC: G10L15/00 ; G10L15/18 ; G10L15/30 ; G10L15/22

Abstract:
Techniques for decreasing (or eliminating) the possibility of a skill performing an action that is not responsive to a corresponding user input are described. A system may train one or more machine learning models with respect to user inputs, which resulted in incorrect actions being performed by skills, and corresponding user inputs, which resulted in the correct action being performed. The system may use the trained machine learning model(s) to rewrite user inputs that, if not rewritten, may result in incorrect actions being performed. The system may implement the trained machine learning model(s) with respect to ASR output text data to determine if the ASR output text data corresponds (or substantially corresponds) to previous ASR output text data that resulted in an incorrect action being performed. If the trained machine learning model(s) indicates the present ASR output text data corresponds (or substantially corresponds) to such previous ASR output text data, the system may rewrite the present ASR output text data to correspond to text data representing a rephrase of the user input that will (or is more likely to) result in a correct action being performed.
Public/Granted literature
- US20220059086A1 LEARNING HOW TO REWRITE USER-SPECIFIC INPUT FOR NATURAL LANGUAGE UNDERSTANDING Public/Granted day:2022-02-24
Information query