Method and device for recommending legal provisions, computer equipment and storage medium
A technology for recommending methods and articles, applied in the fields of computer equipment and storage media, devices, and articles recommending methods, can solve the problem of lack of data sets for legal articles recommendation tasks in the field of ecological environment protection, etc., so as to improve understanding ability and feature extraction ability. , the effect of reducing the need for scale
Pending Publication Date: 2022-08-09
SHENZHEN SUNWIN INTELLIGENT CO LTD
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[0008] The purpose of the present invention is to overcome the deficiencies of the prior art, provide a legal article recommendation method, device, computer equipment and storage media, which can improve the word segmentation effect on legal texts, improve the feature extraction ability and understanding ability of the model on legal texts, and solve the problem of The problem of the lack of legal article recommendation task data sets in the field of ecological and environmental protection, and the ability to recommend relevant legal articles based on text fragments
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[0050] The technical solutions in the embodiments of the present invention will be clearly and completely described below with reference to the accompanying drawings in the embodiments of the present invention. Obviously, the described embodiments are part of the embodiments of the present invention, but not all of the embodiments. Based on the embodiments of the present invention, all other embodiments obtained by those of ordinary skill in the art without creative efforts shall fall within the protection scope of the present invention.
[0051] It is to be understood that, when used in this specification and the appended claims, the terms "comprising" and "comprising" indicate the presence of the described features, integers, steps, operations, elements and / or components, but do not exclude one or The presence or addition of a number of other features, integers, steps, operations, elements, components, and / or sets thereof.
[0052] It should also be understood that the termi...
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The embodiment of the invention discloses a law article recommendation method and device, computer equipment and a storage medium. A training method comprises the following steps: constructing a special law dictionary by using a SentecePiece model; and carrying out identification processing on texts in the pre-training sample and the formal training sample by adopting symbols in the special law dictionary to generate a corresponding symbol sequence. In a pre-training stage, a symbol sequence of a pre-training sample is input into a MacBERT model for training, and a MacBERT pre-training weight is obtained. In a formal training stage, a pre-training weight is used as an initial weight of a MacBERT model, a metadata feature extraction network structure and a classification network structure are added on the basis of the MacBERT model, a recommended law article label is used as supervision information, and a symbol serialization text and metadata of a formal training sample are used as input. And a method recommendation model is obtained after iterative training. According to the method, the word segmentation effect on the text, the feature extraction capability and the text content understanding capability are improved.
Description
technical field [0001] The present invention relates to the technical field of data recommendation, and more particularly to a method, device, computer equipment and storage medium for recommending legal articles. Background technique [0002] With the rapid development of society, the demand for trial of ecological environment-related cases is rapidly increasing, but the number of judges with corresponding professional abilities has been insufficient in stages and cannot fully cope with this situation. Intelligent assistive technology can help reduce the workload of judges, improve the work efficiency of judges, and better meet the growing demand for trial cases at this stage. Among all kinds of intelligent assistance technologies, the intelligent law recommendation algorithm is a key one. [0003] During the trial of a case, the judge needs to choose the appropriate law as the basis based on the basic facts of the case, so as to decide the outcome of the case. Due to the...
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IPC IPC(8): G06F16/33G06F16/335G06F16/36G06F40/295G06N3/08G06Q50/18
CPCG06F16/3344G06F16/335G06F16/36G06F40/295G06N3/08G06Q50/18
Inventor 郑博超王秋阳胡懋成凤阳
Owner SHENZHEN SUNWIN INTELLIGENT CO LTD