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Information classification extraction method and device, computer equipment and storage medium

A classifier, a technology for classifying information, applied in the computer field, can solve the problems of low accuracy of event information identification and classification, affecting model performance, and low dependency efficiency.

Active Publication Date: 2020-02-07
PING AN TECH (SHENZHEN) CO LTD
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

However, the sentence-level sequence modeling method is inefficient in capturing very long-distance dependencies, and the feature-based method requires heavy manual intervention, which greatly affects the performance of the model, and cannot accurately and effectively associate events. Recognition and classification accuracy is not high

Method used

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  • Information classification extraction method and device, computer equipment and storage medium
  • Information classification extraction method and device, computer equipment and storage medium
  • Information classification extraction method and device, computer equipment and storage medium

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Embodiment Construction

[0031] In order to make the purpose, technical solution and advantages of the present application clearer, the present application will be further described in detail below in conjunction with the accompanying drawings and embodiments. It should be understood that the specific embodiments described here are only used to explain the present application, and are not intended to limit the present application.

[0032] The information classification extraction method provided by this application can be applied to such as figure 1shown in the application environment. Wherein, the terminal 102 communicates with the server 104 through the network. The terminal 102 can send an information classification request to the server 104, and the server 104 obtains the information to be classified sent by the terminal 102, performs word segmentation processing on the information to be classified, and obtains multiple text blocks; input the multiple text blocks to the trained classifier, and m...

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PUM

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Abstract

The invention relates to an information classification extraction method and device based on a classifier, computer equipment and a storage medium. The information classification extraction method comprises the steps of obtaining to-be-classified information; performing word segmentation processing on the to-be-classified information to obtain a plurality of text blocks; inputting the plurality oftext blocks into a trained classifier, classifying the plurality of text blocks, and determining a target event category and a plurality of event elements of the to-be-classified information; extracting corresponding event element parameters according to the target event category and the event elements, and outputting the target event category, the plurality of event elements and the corresponding event element parameters; and generating event atlas data corresponding to the target event category according to the plurality of event elements and the corresponding event element parameters. By adopting the information classification extraction method, the event information can be accurately and effectively classified, and the key event information can be extracted.

Description

technical field [0001] The present application relates to the field of computer technology, in particular to an information classification and extraction method, device, computer equipment and storage medium. Background technique [0002] With the rapid development of Internet technology, some news events may occur all over the world at any time, and some news event information has important research value. Artificially obtaining some key information in event information brings too much workload, so there are some ways to extract key event information from natural language texts. [0003] Most of the existing methods use various features to introduce memory vectors and matrices, introduce more transition arcs, and use sentence-level sequential RNN modeling methods and CRF algorithms to retain more context information. Another approach is to use feature-seeking at the document level. However, the sentence-level sequential modeling method is inefficient in capturing very lon...

Claims

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Application Information

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IPC IPC(8): G06F16/35G06F16/31G06F40/211G06F40/289G06F40/30
CPCG06F16/35G06F16/313
Inventor 刘康龙徐国强
Owner PING AN TECH (SHENZHEN) CO LTD
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