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Semantic collocation word checking method

A method of checking and collocation word technology, applied in the computer field, can solve problems such as the complexity of word collocation research

Pending Publication Date: 2021-11-26
YOZOSOFT +1
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

At present, there are many studies on text word error correction and grammatical structure proofreading, but less research on word collocation, and the research on word collocation is relatively complicated, so it is necessary to study the proofreading method for word collocation relationship

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Embodiment Construction

[0035] Embodiments of the present invention are described in detail below, examples of which are shown in the drawings, wherein the same or similar reference numerals designate the same or similar elements or elements having the same or similar functions throughout. The embodiments described below by referring to the figures are exemplary and are intended to explain the present invention and should not be construed as limiting the present invention.

[0036] The invention limits the Chinese context to the field of official documents, and obtains language materials such as news reports and official document texts from websites. Use the Smadja algorithm proposed by Frank Smadja in the paper "Retrieving collocations from text: Xtract" for collocation extraction, set the distance d=5 of basic word statistics candidate collocation words, and save the collocation combination to an Excel table after statistical screening. The correct official document corpus is used as a positive sam...

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Abstract

The invention provides a semantic collocation word checking method, which comprises the following steps of: extracting collocation words from an article data set, and establishing a collocation dictionary; converting the to-be-judged text into a text vector; inputting the text vector into a deep learning model, inputting the text vector into an encoder for encoding by the deep learning model, and performing full connection layer processing on the encoded vector to obtain a judgment result of the text; and if it is judged that the matching words in the input to-be-judged text are matched correctly, enabling the output judgment result to be correct. According to the semantic collocation word checking method, the error detection accuracy, the error detection recall rate, the error detection F value and the error detection accuracy can reach 90% or above.

Description

technical field [0001] The invention relates to the field of computers, in particular to a method for checking semantic collocations. Background technique [0002] With the rapid development of the Internet and the field of artificial intelligence, people's life and work are more and more connected with the Internet, and they are eager for machines to understand natural language texts in a deeper level. And so on to get satisfactory service. [0003] In daily communication scenarios, people do not have high requirements for the accuracy of word collocations, because affected by factors such as social development, Internet popularity, and social environment, people also use non-standard collocations in daily communication. However, improper collocation can still lead to poor communication. [0004] In specific scenarios, such as work reports and official document writing, there are high requirements for the accuracy of collocation in the current context. Now there are many...

Claims

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Application Information

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IPC IPC(8): G06F40/284G06F40/242G06F40/30G06N3/08G06N3/04
CPCG06F40/284G06F40/242G06F40/30G06N3/08G06N3/045
Inventor 谈辉张硕谢振平夏振涛李艳朱立烨
Owner YOZOSOFT