Invention Grant
- Patent Title: Multi-attribute control for text summarization using multiple decoder heads
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Application No.: US17572549Application Date: 2022-01-10
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Publication No.: US11755637B2Publication Date: 2023-09-12
- Inventor: Tanya Goyal , Wojciech Kryscinski , Nazneen Rajani
- Applicant: salesforce.com, inc.
- Applicant Address: US CA San Francisco
- Assignee: Salesforce, Inc.
- Current Assignee: Salesforce, Inc.
- Current Assignee Address: US CA San Francisco
- Agency: Haynes and Boone, LLP
- Main IPC: G06F16/34
- IPC: G06F16/34 ; G06F40/166 ; G06N3/02 ; G06N7/01
Abstract:
The decoder network includes multiple decoders trained to generate different types of summaries. The lower layers of the multiple decoders are shared. The upper layers of the multiple decoders do not overlap. The multiple decoders generate probability distributions. A gating mechanism combines the probability distributions of the multiple decoders into a probability distribution of the decoder network. Words in the summary are selected based on the probability distribution of the decoder network.
Public/Granted literature
- US20230065155A1 MULTI-ATTRIBUTE CONTROL FOR TEXT SUMMARIZATION USING MULTIPLE DECODER HEADS Public/Granted day:2023-03-02
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