- 专利标题: Natural language processing using a neural network
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申请号: US16000638申请日: 2018-06-05
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公开(公告)号: US10699060B2公开(公告)日: 2020-06-30
- 发明人: Bryan McCann , Caiming Xiong , Richard Socher
- 申请人: salesforce.com, inc.
- 申请人地址: US CA San Francisco
- 专利权人: salesforce.com, inc.
- 当前专利权人: salesforce.com, inc.
- 当前专利权人地址: US CA San Francisco
- 代理机构: Haynes and Boone, LLP
- 主分类号: G06F40/126
- IPC分类号: G06F40/126 ; G06N3/08 ; G06N3/04 ; G06F40/30 ; G06F40/47 ; G06F40/205 ; G06F40/289 ; G06F40/44 ; G06F40/58
摘要:
A system includes a neural network for performing a first natural language processing task. The neural network includes a first rectifier linear unit capable of executing an activation function on a first input related to a first word sequence, and a second rectifier linear unit capable of executing an activation function on a second input related to a second word sequence. A first encoder is capable of receiving the result from the first rectifier linear unit and generating a first task specific representation relating to the first word sequence, and a second encoder is capable of receiving the result from the second rectifier linear unit and generating a second task specific representation relating to the second word sequence. A biattention mechanism is capable of computing, based on the first and second task specific representations, an interdependent representation related to the first and second word sequences. In some embodiments, the first natural processing task performed by the neural network is one of sentiment classification and entailment classification.
公开/授权文献
- US20180349359A1 NATURAL LANGUAGE PROCESSING USING A NEURAL NETWORK 公开/授权日:2018-12-06
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