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DEEP REINFORCEMENT LEARNING-BASED MULTI-STEP QUESTION ANSWERING SYSTEMS

机译:基于深度强化学习的多步问题回答系统

摘要

A method includes receiving a user query and performing, using at least one processor, multiple rounds of an answer generation process. Each round of the answer generation process includes selecting one of multiple functions to be performed based on an input state. The input state for each round includes an embedding of the user query in a feature space. The input state for at least one round also includes an embedding of information to be used to identify an answer to the user query in the feature space. Each round of the answer generation process also includes performing the selected function. The multiple functions include (i) an answer generation function that produces the answer to the user query and (ii) at least one additional function that updates the input state for a current round for use during a subsequent round. In addition, the method includes providing the answer to the user.
机译:一种方法包括:接收用户查询,并使用至少一个处理器执行多轮的答案生成过程。每一轮答案生成过程包括基于输入状态选择要执行的多个功能之一。每个回合的输入状态包括在功能空间中嵌入用户查询。至少一轮的输入状态还包括用于在特征空间中嵌入用于标识对用户查询的答案的信息。每一轮答案生成过程还包括执行所选功能。多个功能包括(i)产生对用户查询的答案的答案生成功能,以及(ii)至少一个附加功能,该功能为当前回合更新输入状态以在下一回合中使用。另外,该方法包括向用户提供答案。

著录项

  • 公开/公告号US2020175046A1

    专利类型

  • 公开/公告日2020-06-04

    原文格式PDF

  • 申请/专利权人 SAMSUNG ELECTRONICS CO. LTD.;

    申请/专利号US201916695641

  • 发明设计人 YU WANG;HONGXIA JIN;

    申请日2019-11-26

  • 分类号G06F16/33;G06F16/338;G06F16/35;G06K9/62;G06N3/04;G06N3/08;

  • 国家 US

  • 入库时间 2022-08-21 11:19:51

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