LABELING METHOD AND APPARATUS FOR NAMED ENTITY RECOGNITION OF LEGAL INSTRUMENT

Patent №

US 11,615,247

Granted

2023-03-28

Filed 2022

Owner

ZHEJIANG LAB

Lab

AI components

5

ml · nlp · vision · kr · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

17830786

Disclosed are a labeling method and apparatus for named entity recognition of a legal instrument. The method includes steps: step S1: acquiring a legal text, and transforming the legal text into an index table; step S2: outputting a sentence feature encoding result; step S3: performing training and prediction; step S4: obtaining a set; step S5: obtaining a multi-head score transfer matrix; step S6: obtaining a score transfer matrix corresponding to the legal text; step S7: determining a recognized nested entity; and S8: constructing an entity labeling template by using the recognized nested entity. According to the present disclosure, a user tries to complete recognition of nested entity labeling by changing an input of the BERT model, and a multi-head selection matrix labeling thought of the present disclosure is used to relieve the difficulty in recognizing a long text and a nested entity in an NER task to a larger extent.

AI classification

Machine learning1.00
Natural language1.00
Vision1.00
AI hardware0.99
Knowledge representation0.89
Planning0.01
Speech0.00
Evolutionary computation0.00

Ownership

ZHEJIANG LAB

assignment · 600860818

Assignors

WANG, HONGSHENG, BAO, HUJUN, CHEN, GUANG, MA, CHAO, LIAO, QING

On an employer assignment, the assignors are typically the inventors.

From the same owner

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