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Semantic recognition method and system for inscriptions on ancient bronze objects

A technology for semantic recognition and bronze inscriptions, applied in the field of semantic recognition methods and systems for bronze inscriptions, to achieve objective and accurate recognition, improve recognition accuracy, and improve the efficiency of bronze inscription retrieval

Pending Publication Date: 2020-12-04
RENMIN UNIVERSITY OF CHINA
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

However, it can only retrieve a single word in Jinwen, and cannot combine the context to give the meaning of the entire sentence, and because there are large differences in grammar between Jinwen and modern Chinese, the semantic recognition model of modern Chinese cannot be very good. Good for the semantic recognition of bronze inscriptions, so there is no automatic, accurate and targeted method for semantic recognition of bronze inscriptions

Method used

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  • Semantic recognition method and system for inscriptions on ancient bronze objects
  • Semantic recognition method and system for inscriptions on ancient bronze objects
  • Semantic recognition method and system for inscriptions on ancient bronze objects

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Embodiment 1

[0036] This embodiment discloses a method for semantic recognition of bronze inscriptions, such as figure 1 shown, including the following steps:

[0037] S1 uses the Bronze Inscription training set to pre-train the BERT model to obtain the Bronze Inscription enhanced context vector.

[0038] Wherein the method for obtaining the context vector of the bronze inscription enhancement comprises the following steps:

[0039] S1.1 Realize websites by writing scripts with crawler programs, such as "Retrieval of "Integrated Yin and Zhou Bronze Inscriptions"" under the "Master of Chinese Studies" website, automatically submit requests, and crawl multiple HTML interfaces. Obtain the number, device name and interpretation of the inscription, use the number of the inscription as an index, and save it to the local database or disk file. Set a threshold, and the amount of information in the interpretations with the number of gold characters less than the threshold is too low and will be d...

Embodiment 2

[0092] Based on the same inventive concept, this embodiment discloses a bronze inscription semantic recognition system, including:

[0093] The enhanced context vector generation module is used to pre-train the BERT model through the Bronze Inscription training set to obtain the Bronze Inscription enhanced context vector;

[0094] Bronze inscription hidden vector matrix generation module, used to bring the Bronze inscription enhanced context vector into the BiLSTM model, to obtain the Bronze inscription hidden vector matrix H representing the context information of the Bronze inscription sentence;

[0095] Semantic recognition module, for carrying out semantic role identification and semantic dependency recognition to bronze inscriptions according to the hidden vector matrix H of inscriptions in inscriptions;

[0096] The knowledge map generation module is used to establish the knowledge map of the bronze inscriptions according to the semantic role labels and semantic dependen...

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Abstract

The invention belongs to the technical field of intelligent services, and relates to a semantic recognition method for inscriptions on ancient bronze objects, which comprises the following steps of S1, performing pre-training on a BERT model by adopting an inscriptions-on-ancient-bronze-objects training set to obtain an inscriptions-on-ancient-bronze-objects enhanced context vector; s2, substituting the inscriptions-on-ancient-bronze-objects enhanced context vector into a BiLSTM model to obtain a inscriptions-on-ancient-bronze-objects implicit vector matrix H representing inscriptions-on-ancient-bronze-objects sentence context information; s3, performing semantic role identification and semantic dependency relationship identification on the inscriptions on ancient bronze objects accordingto the inscriptions-on-ancient-bronze-objects implicit vector matrix H; s4, establishing an inscriptions-on-ancient-bronze-objects knowledge graph according to the inscriptions-on-ancient-bronze-objects semantic role label and the semantic dependency relationship; and S5, substituting the to-be-identified inscriptions-on-ancient-bronze-objects into the inscriptions-on-ancient-bronze-objects knowledge graph for identification. The causal association of the inscriptions-on-ancient-bronze-objects description content and the semantic dependency relationship between semantic elements are comprehensively considered and fused, and the inscriptions-on-ancient-bronze-objects meaning can be understood through the context information, so that the recognition result is more accurate.

Description

technical field [0001] The invention relates to a semantic recognition method and system for bronze inscriptions, belonging to the technical field of intelligent services. Background technique [0002] The Shang and Zhou dynasties are the Bronze Age in the history of our country. Farm tools, tools, weapons, living utensils, bells and tripods were manufactured, which symbolized the social status and political rights of the implementers. The inscriptions on the bronzes are now simply called Jinwen. Bronze inscriptions usually record the cause and effect of an event and related elements, including the deeds of the king, political planning, conquests, rewards for meritorious deeds, rebellion of Fangguo, popular riots, sacrificial feasts, oath lawsuits, slaves and means of production exchanges, etc. Bronze inscriptions carry the code in the genes of Chinese civilization and are an indispensable part of the 5,000-year history of Chinese civilization. However, due to the long his...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06F40/30G06F16/36G06K9/62G06N3/04G06N3/08
CPCG06F40/30G06F16/367G06N3/049G06N3/08G06N3/045G06F18/2415
Inventor 李婧梁循
Owner RENMIN UNIVERSITY OF CHINA
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