Identification method for sensitive identity information used in referee documents

Abstract

Disclosed is a method for identifying sensitive identity information of a referee document and determining a specific location of the sensitive identity information, comprising: obtaining the referee document to be identified and passing it through a word embedding model to obtain its word embedding vector; embedding the word into the vector Input into the discriminator trained based on the discriminator training method for the judgment document to obtain a classification result, to indicate whether the judgment document to be identified contains sensitive identity information; in response to the classification result, it contains sensitive identity information , obtain the sequence of its word text feature vector; pass the sequence of described word text feature vector through multi-layer two-way long-short-term memory network to obtain the feature vector of each word, and mark the feature vector label of each word by conditional random field; And, based on the label, the feature vector of the word corresponding to the sensitive identity information in the referee document is screened out. The method can accurately identify and process sensitive identity information in public referee documents.

Description

technical field [0001] The present application relates to the field of artificial intelligence, and more specifically relates to a training method for a discriminator of a judgment document, a method for identifying sensitive identity information of a judgment document, a training device, a recognition device and electronic equipment. Background technique [0002] Since the Supreme People's Court promulgated the "Supreme People's Court's Regulations on the Publication of Judgments by the People's Courts on the Internet" since the implementation, the publication of judgment documents on the Internet has been fully promoted. A large number of public judgment documents have provided reference for judges to hear cases. Public supervision of the judiciary provides channels and provides guidance for academic research. [0003] At the same time, although Article 8 of the Provisions stipulates as follows: when the people's court publishes the judgment documents on the Internet, the ...

AI Technical Summary

Problems solved by technology

[0004] However, when searching and checking the judgment documents, it was found that the names of a large number of minors and their legal representatives, witnesses, and appraisers have not been shielded

The above-mentioned exposure of personal privacy information often brings many troubles to the parties, such as: challenges in the growth of minors, unnecessary harassment of witnesses after testifying, etc.

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