АУТОМАТСКА ЕКСТРАКЦИЈА ИНФОРМАЦИЈА ИЗ ОДЛУКА НОВОЗЕЛАНДСКИХ СУДОВА
Ključne reči:
sudske odluke, ekstrakcija podataka, obrada prirodnog jezika, neuronske mreže
Apstrakt
U radu je izvršena ekstrakcija metapodataka novozelandskih sudskih odluka korišćenjem tehnika obrade prirodnog jezika. Predložene su metode mašinskog i dubokog učenja u cilju pronalaženja propisa relevantnih za donošenje odluka i izvršeno poređenje dobijenih rezultata. Pomoću ekstrahovanih referenci pronađeni su precedenti i dokumenti koji su posledica postupaka po pravnom leku na osnovu kojih su oformljene grupe povezanih dokumenata.
Reference
[1] P. Jackson, K. Al-Kofani, A. Tyrrell and A. Vachher, "Information extraction from case law and retrieval of prior cases.," Artificial Intelligence, vol. 150, no. 1-2, pp. 239-290, 2003.
[2] B. M. Oliveira, R. V. Guimarães and L. Antunes, Sifting Through Chaos: Extracting Information from Unstructured Legal Opinions. In MIE (pp. 441-445)., 2018, January.
[3] M. van Opijnen, N. Verwer and J. Meijer, "Beyond the experiment: the eXtendable legal link eXtractor," In Workshop on Automated Detection, Extraction and Analysis of Semantic Information in Legal Texts, held in conjunction with the 2015 International Conference on AI and Law (ICAIL)., 2015, June.
[4] J. Cushman, M. Dahl and M. Lissner, "Еyecite: A tool for parsing legal citations," Journal of Open Source Software, 2021.
[5] M. Palmirani, R. Brighi and M. Massini, "Automated extraction of normative references in legal texts," In Proceedings of the 9th international conference on AI and law, pp. 105-106, 2003, June.
[6] New Zealand Legal Information Institute, https://www.nzlii.org/. (приступљено у августу 2022.)
[7] New Zealand Legislation, https://www.legislation.govt.nz/ (приступљено у августу 2022.)
[8] D. Chicco, "Siamese neural networks: an overview," Artificial Neural Networks, Methods in Molecular Biology, vol. 2190, no. 3, pp. 73-94, 2020.
[9] D. Kriesel, "A Brief Introduction to Neural Networks," 2005.
[10] Convolutional Neural Networks for Text, https://lena-voita.github.io/nlp_course/models/convolutional.html (приступљено у августу 2022.)
[11] „А Complete Guide to Support Vector Machines“, https://medium.com/@kushaldps1996/a-complete-guide-to-support-vector-machines-svms-501e71aec19e (приступљено у августу 2022.)
[2] B. M. Oliveira, R. V. Guimarães and L. Antunes, Sifting Through Chaos: Extracting Information from Unstructured Legal Opinions. In MIE (pp. 441-445)., 2018, January.
[3] M. van Opijnen, N. Verwer and J. Meijer, "Beyond the experiment: the eXtendable legal link eXtractor," In Workshop on Automated Detection, Extraction and Analysis of Semantic Information in Legal Texts, held in conjunction with the 2015 International Conference on AI and Law (ICAIL)., 2015, June.
[4] J. Cushman, M. Dahl and M. Lissner, "Еyecite: A tool for parsing legal citations," Journal of Open Source Software, 2021.
[5] M. Palmirani, R. Brighi and M. Massini, "Automated extraction of normative references in legal texts," In Proceedings of the 9th international conference on AI and law, pp. 105-106, 2003, June.
[6] New Zealand Legal Information Institute, https://www.nzlii.org/. (приступљено у августу 2022.)
[7] New Zealand Legislation, https://www.legislation.govt.nz/ (приступљено у августу 2022.)
[8] D. Chicco, "Siamese neural networks: an overview," Artificial Neural Networks, Methods in Molecular Biology, vol. 2190, no. 3, pp. 73-94, 2020.
[9] D. Kriesel, "A Brief Introduction to Neural Networks," 2005.
[10] Convolutional Neural Networks for Text, https://lena-voita.github.io/nlp_course/models/convolutional.html (приступљено у августу 2022.)
[11] „А Complete Guide to Support Vector Machines“, https://medium.com/@kushaldps1996/a-complete-guide-to-support-vector-machines-svms-501e71aec19e (приступљено у августу 2022.)
Objavljeno
2022-11-02
Sekcija
Elektrotehničko i računarsko inženjerstvo
