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Training method and device of statement analysis model and statement analysis method and device

A technology for analyzing models and training methods, applied in the computer field, can solve the problems of limited information concerned, and the depth and richness of information extraction need to be improved, so as to promote the maximization of differences, improve analysis efficiency and accuracy, improve efficiency and The effect of accuracy

Pending Publication Date: 2020-02-14
BEIJING KINGSOFT DIGITAL ENTERTAINMENT CO LTD +1
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

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Problems solved by technology

However, in this method of reasoning, the information concerned is limited, and the depth and richness of information extraction need to be improved.

Method used

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  • Training method and device of statement analysis model and statement analysis method and device
  • Training method and device of statement analysis model and statement analysis method and device
  • Training method and device of statement analysis model and statement analysis method and device

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Embodiment Construction

[0053]In the following description, numerous specific details are set forth in order to provide a thorough understanding of the application. However, the present application can be implemented in many other ways different from those described here, and those skilled in the art can make similar promotions without violating the connotation of the present application. Therefore, the present application is not limited by the specific implementation disclosed below.

[0054] Terms used in one or more embodiments of this specification are for the purpose of describing specific embodiments only, and are not intended to limit one or more embodiments of this specification. As used in one or more embodiments of this specification and the appended claims, the singular forms "a", "the", and "the" are also intended to include the plural forms unless the context clearly dictates otherwise. It should also be understood that the term "and / or" used in one or more embodiments of the present spe...

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Abstract

The invention provides a statement analysis model training method and device and a statement analysis method and device, and the method comprises the steps: obtaining a plurality of sample statement pairs and a statement relation label of each sample statement pair; performing word segmentation processing on the sample statement pair to generate a word unit set; inputting the word unit set into astatement analysis model for processing to obtain an attention matrix of the first word unit, and generating a first loss value based on the attention matrix of the first word unit; processing the attention matrix of the first word unit, determining a statement relationship of the sample statement pair, and comparing the statement relationship of the sample statement pair with the statement relationship label to determine a second loss value; and generating a third loss value based on the first loss value and the second loss value, and performing iterative training on the statement analysis model based on the third loss value until a training stop condition is met. The invention can improve the accuracy of the statement analysis model.

Description

technical field [0001] The present application relates to the field of computer technology, in particular to a sentence analysis model training method and device, a sentence analysis method and device, computing equipment, and a computer-readable storage medium. Background technique [0002] Natural Language Processing (NLP) is an important direction in the field of computer science and artificial intelligence. It studies various theories and methods that can realize effective communication between humans and computers using natural language. [0003] Natural Language Inference (NLI) is a fundamental prerequisite for many NLP tasks such as information extraction, machine translation, and question answering. The natural language reasoning task is to predict the relationship between sentences given two sentences A and B, including: implication relationship, that is, if text A is true, then text B must be true; opposite relationship, that is, if text A is true , then the text ...

Claims

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Application Information

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IPC IPC(8): G06F40/279
Inventor 毛颖唐剑波李长亮
Owner BEIJING KINGSOFT DIGITAL ENTERTAINMENT CO LTD