Natural Language Processing Technology Used in Artificial Intelligence Scene of Law for Human Behavior
In order to study the application of natural language processing (NLP) technology in artificial intelligence (AI) scene of law, NLP technology is used to construct a legal AI retrieval system and further simulate the system. Then, by inputting the subject matter of the case into the system, the syst...
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Published in | Wireless communications and mobile computing Vol. 2022; no. 1 |
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Main Author | |
Format | Journal Article |
Language | English |
Published |
Oxford
Hindawi
2022
John Wiley & Sons, Inc |
Subjects | |
Online Access | Get full text |
ISSN | 1530-8669 1530-8677 |
DOI | 10.1155/2022/6606588 |
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Abstract | In order to study the application of natural language processing (NLP) technology in artificial intelligence (AI) scene of law, NLP technology is used to construct a legal AI retrieval system and further simulate the system. Then, by inputting the subject matter of the case into the system, the system’s accuracy, recall rate, and error rate and other related indicators are evaluated, to analyze the performance of the legal retrieval system. The results show that in the case analysis of a single theme, the accuracy rate of the case with the theme of “impeding police enforcement” is low, and the accuracy rate of the other theme cases is over 70%, and the highest accuracy rate even reaches 95%. In the case retrieval analysis of multitheme, the accuracy rate of case retrieval is improved, higher than 75%, and the zero-detection rate is significantly reduced with the increase in keywords. In the analysis of network case retrieval, the average correct rate of the overall case retrieval will be nearly 65%. Further tests on its reliability show that during the continuous week of the retrieval test, the system has no faults and passed the reliability test. Therefore, through this study, it is found that the application of NLP technology in the legal AI retrieval system has a reliable accuracy, which meets the expectation of this paper. |
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AbstractList | In order to study the application of natural language processing (NLP) technology in artificial intelligence (AI) scene of law, NLP technology is used to construct a legal AI retrieval system and further simulate the system. Then, by inputting the subject matter of the case into the system, the system’s accuracy, recall rate, and error rate and other related indicators are evaluated, to analyze the performance of the legal retrieval system. The results show that in the case analysis of a single theme, the accuracy rate of the case with the theme of “impeding police enforcement” is low, and the accuracy rate of the other theme cases is over 70%, and the highest accuracy rate even reaches 95%. In the case retrieval analysis of multitheme, the accuracy rate of case retrieval is improved, higher than 75%, and the zero-detection rate is significantly reduced with the increase in keywords. In the analysis of network case retrieval, the average correct rate of the overall case retrieval will be nearly 65%. Further tests on its reliability show that during the continuous week of the retrieval test, the system has no faults and passed the reliability test. Therefore, through this study, it is found that the application of NLP technology in the legal AI retrieval system has a reliable accuracy, which meets the expectation of this paper. |
Author | Ning, Jin |
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Cites_doi | 10.2196/12239 10.1148/radiol.16142770 10.1007/s11205-018-1892-5 10.5539/hes.v8n2p92 10.1055/s-0039-1677918 10.7717/peerj-cs.93 10.3138/utlj.2017-0052 10.1177/1470785318762234 10.2478/acss-2019-0006 10.1177/0956797617742725 10.1007/s00799-017-0211-0 10.1093/jamia/ocx132 10.1080/10967494.2016.1143424 10.1089/jpm.2018.0326 10.14309/00000434-201810001-00362 10.1089/cap.2018.0110 10.1017/S1744137418000322 10.1089/jpm.2018.0294 10.1371/journal.pone.0153749 10.2478/cirr-2018-0005 10.1161/str.50.suppl_1.WP382 10.12973/eu-jer.7.3.445 |
ContentType | Journal Article |
Copyright | Copyright © 2022 Jin Ning. Copyright © 2022 Jin Ning. This work is licensed under http://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. |
Copyright_xml | – notice: Copyright © 2022 Jin Ning. – notice: Copyright © 2022 Jin Ning. This work is licensed under http://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. |
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SubjectTerms | Algorithms Artificial intelligence Boolean Computer science Computers Efficiency Error analysis Human-computer interaction Information retrieval Language Law Legislation Machine translation Medical imaging Natural language processing Network analysis Police Reliability Retrieval Retrieval performance measures Society Test validity and reliability Text categorization Theme Word sense disambiguation |
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Title | Natural Language Processing Technology Used in Artificial Intelligence Scene of Law for Human Behavior |
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