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Implementation method and device for viewpoint type machine reading understanding

A technology for reading comprehension and implementation methods, applied in the field of realization of viewpoint-based machine reading comprehension, it can solve problems such as reasoning answers and selective questions that are difficult to obtain ideal answers, so as to improve correctness and reliability, improve intelligence, and realize The effect of dynamic matching

Pending Publication Date: 2019-10-29
深思考人工智能机器人科技(北京)有限公司
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AI Technical Summary

Problems solved by technology

In this way, the candidate answers are independent of the context, and it is easier to solve [A, B, undetermined] type classification problems, but because the answers to opinion-type questions are often dynamic and require reasoning, most existing solutions tend to Because of classification, the idea of ​​classification cannot dynamically integrate the knowledge information of candidate viewpoints and reason the answers dynamically. In this way, it is often difficult to obtain ideal answers to dynamic choice questions.

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  • Implementation method and device for viewpoint type machine reading understanding
  • Implementation method and device for viewpoint type machine reading understanding
  • Implementation method and device for viewpoint type machine reading understanding

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Embodiment Construction

[0045] In order to make the purpose, technical means and advantages of the present application clearer, the present application will be further described in detail below in conjunction with the accompanying drawings.

[0046]The realization method of an opinion-based machine reading comprehension proposed by the present invention is based on the principle that capsule-mrc believes that the essence of opinion-based reading comprehension is to speculate through information clustering, and generates candidate answers according to questions, such as candidate answers for selective questions A, B, can not be determined, and then conduct information interaction between the question and the context, use the candidate answer as the clustering center, and the context after the interaction as the clustering information, and perform capsule dynamic routing clustering; if a candidate answer gets The more information there is, the more the answer is supported by the context, and the higher ...

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Abstract

The invention discloses an implementation method of viewpoint type machine reading understanding. The method includes the steps of: performing information extraction on a fusion result of each contextword vector; obtaining context information extracted based on the problem; and performing dynamic routing iteration by taking a contextualized coding result of the candidate answers as a clustering center and taking the context information extracted based on the question as clustering information, outputting the candidate answers weighted based on the context information, and identifying the optimal candidate answer from the candidate answers weighted based on the context information. According to the method, the optimal answer is matched for the dynamic selection type question, and the accuracy is high.

Description

technical field [0001] The present invention relates to the field of machine comprehension, and in particular, relates to a realization method of viewpoint-type machine reading comprehension. Background technique [0002] In machine comprehension, it is sometimes necessary to reason with contextual information in order to obtain correct comprehension results. For example, is it raining today? Is it better to eat Xiaochaihu or Ganmaoling Granules for a cold? Such questions need to be reasoned with contextual information in order to get an answer. [0003] Opinion-type questions mainly include two-sided questions and choice-type questions. The former refers to questions with the characteristics of [A or not A] such as "Is it right" and "Is it possible?" " and other questions with [A or B] characteristics. [0004] Existing reading comprehension models are often extractive reading comprehension models, which process information on questions and contexts. After word embeddin...

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Application Information

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IPC IPC(8): G06F16/332G06F16/33G06F16/35G06K9/62G06N3/04G06N5/04
CPCG06F16/3329G06F16/3347G06F16/35G06N3/049G06N5/04G06N3/044G06N3/045G06F18/23G06F18/25
Inventor 杨志明
Owner 深思考人工智能机器人科技(北京)有限公司
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