Pub Date : 2023-11-20DOI: 10.1007/s10506-023-09376-5
Joaquín Arias, Mar Moreno-Rebato, José-A. Rodríguez-García, Sascha Ossowski
{"title":"Automated legal reasoning with discretion to act using s(LAW)","authors":"Joaquín Arias, Mar Moreno-Rebato, José-A. Rodríguez-García, Sascha Ossowski","doi":"10.1007/s10506-023-09376-5","DOIUrl":"https://doi.org/10.1007/s10506-023-09376-5","url":null,"abstract":"","PeriodicalId":51336,"journal":{"name":"Artificial Intelligence and Law","volume":null,"pages":null},"PeriodicalIF":4.1,"publicationDate":"2023-11-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139255770","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"社会学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-10-25DOI: 10.1007/s10506-023-09378-3
Marcos Aurélio Domingues, Edleno Silva de Moura, Leandro Balby Marinho, Altigran da Silva
{"title":"A large scale benchmark for session-based recommendations on the legal domain","authors":"Marcos Aurélio Domingues, Edleno Silva de Moura, Leandro Balby Marinho, Altigran da Silva","doi":"10.1007/s10506-023-09378-3","DOIUrl":"https://doi.org/10.1007/s10506-023-09378-3","url":null,"abstract":"","PeriodicalId":51336,"journal":{"name":"Artificial Intelligence and Law","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-10-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135113045","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"社会学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-10-25DOI: 10.1007/s10506-023-09377-4
Jingpei Dan, Lanlin Xu, Yuming Wang
{"title":"Integrating legal event and context information for Chinese similar case analysis","authors":"Jingpei Dan, Lanlin Xu, Yuming Wang","doi":"10.1007/s10506-023-09377-4","DOIUrl":"https://doi.org/10.1007/s10506-023-09377-4","url":null,"abstract":"","PeriodicalId":51336,"journal":{"name":"Artificial Intelligence and Law","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-10-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135217653","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"社会学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-10-19DOI: 10.1007/s10506-023-09375-6
Mayur Makawana, Rupa G. Mehta
{"title":"A novel network-based paragraph filtering technique for legal document similarity analysis","authors":"Mayur Makawana, Rupa G. Mehta","doi":"10.1007/s10506-023-09375-6","DOIUrl":"https://doi.org/10.1007/s10506-023-09375-6","url":null,"abstract":"","PeriodicalId":51336,"journal":{"name":"Artificial Intelligence and Law","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-10-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135779227","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"社会学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-09-25DOI: 10.1007/s10506-023-09373-8
Gianluca Moro, Nicola Piscaglia, Luca Ragazzi, Paolo Italiani
Abstract Analyzing and evaluating legal case reports are labor-intensive tasks for judges and lawyers, who usually base their decisions on report abstracts, legal principles, and commonsense reasoning. Thus, summarizing legal documents is time-consuming and requires excellent human expertise. Moreover, public legal corpora of specific languages are almost unavailable. This paper proposes a transfer learning approach with extractive and abstractive techniques to cope with the lack of labeled legal summarization datasets, namely a low-resource scenario. In particular, we conducted extensive multi- and cross-language experiments. The proposed work outperforms the state-of-the-art results of extractive summarization on the Australian Legal Case Reports dataset and sets a new baseline for abstractive summarization. Finally, syntactic and semantic metrics assessments have been carried out to evaluate the accuracy and the factual consistency of the machine-generated legal summaries.
{"title":"Multi-language transfer learning for low-resource legal case summarization","authors":"Gianluca Moro, Nicola Piscaglia, Luca Ragazzi, Paolo Italiani","doi":"10.1007/s10506-023-09373-8","DOIUrl":"https://doi.org/10.1007/s10506-023-09373-8","url":null,"abstract":"Abstract Analyzing and evaluating legal case reports are labor-intensive tasks for judges and lawyers, who usually base their decisions on report abstracts, legal principles, and commonsense reasoning. Thus, summarizing legal documents is time-consuming and requires excellent human expertise. Moreover, public legal corpora of specific languages are almost unavailable. This paper proposes a transfer learning approach with extractive and abstractive techniques to cope with the lack of labeled legal summarization datasets, namely a low-resource scenario. In particular, we conducted extensive multi- and cross-language experiments. The proposed work outperforms the state-of-the-art results of extractive summarization on the Australian Legal Case Reports dataset and sets a new baseline for abstractive summarization. Finally, syntactic and semantic metrics assessments have been carried out to evaluate the accuracy and the factual consistency of the machine-generated legal summaries.","PeriodicalId":51336,"journal":{"name":"Artificial Intelligence and Law","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-09-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135768568","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"社会学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-08-09DOI: 10.1007/s10506-023-09372-9
Raphaël Gyory, David Restrepo Amariles, Grégory Lewkowicz, H. Bersini
{"title":"Ant: a process aware annotation software for regulatory compliance","authors":"Raphaël Gyory, David Restrepo Amariles, Grégory Lewkowicz, H. Bersini","doi":"10.1007/s10506-023-09372-9","DOIUrl":"https://doi.org/10.1007/s10506-023-09372-9","url":null,"abstract":"","PeriodicalId":51336,"journal":{"name":"Artificial Intelligence and Law","volume":null,"pages":null},"PeriodicalIF":4.1,"publicationDate":"2023-08-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"42450021","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"社会学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-07-31DOI: 10.1007/s10506-023-09370-x
Sungmi Park, Joshua I. James
{"title":"Lessons learned building a legal inference dataset","authors":"Sungmi Park, Joshua I. James","doi":"10.1007/s10506-023-09370-x","DOIUrl":"https://doi.org/10.1007/s10506-023-09370-x","url":null,"abstract":"","PeriodicalId":51336,"journal":{"name":"Artificial Intelligence and Law","volume":null,"pages":null},"PeriodicalIF":4.1,"publicationDate":"2023-07-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"48589915","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"社会学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-07-19DOI: 10.1007/s10506-023-09371-w
Daniela Vianna, Edleno Silva De Moura, Altigran Soares da Silva
{"title":"A topic discovery approach for unsupervised organization of legal document collections","authors":"Daniela Vianna, Edleno Silva De Moura, Altigran Soares da Silva","doi":"10.1007/s10506-023-09371-w","DOIUrl":"https://doi.org/10.1007/s10506-023-09371-w","url":null,"abstract":"","PeriodicalId":51336,"journal":{"name":"Artificial Intelligence and Law","volume":null,"pages":null},"PeriodicalIF":4.1,"publicationDate":"2023-07-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"46420377","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"社会学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-07-06DOI: 10.1007/s10506-023-09367-6
Mingruo Yuan, B. Kao, Tien-Hsuan Wu, Michael M. K. Cheung, Henry Chan, A. Cheung, F. W. Chan, Yongxi Chen
{"title":"Bringing legal knowledge to the public by constructing a legal question bank using large-scale pre-trained language model","authors":"Mingruo Yuan, B. Kao, Tien-Hsuan Wu, Michael M. K. Cheung, Henry Chan, A. Cheung, F. W. Chan, Yongxi Chen","doi":"10.1007/s10506-023-09367-6","DOIUrl":"https://doi.org/10.1007/s10506-023-09367-6","url":null,"abstract":"","PeriodicalId":51336,"journal":{"name":"Artificial Intelligence and Law","volume":null,"pages":null},"PeriodicalIF":4.1,"publicationDate":"2023-07-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"42058228","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"社会学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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