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Law, Artificial Intelligence, and Natural Language Processing: A Funny Thing Happened on the Way to My Search Results 法律、人工智能和自然语言处理:在我搜索结果的路上发生了一件有趣的事情
IF 0.2 4区 社会学 Q3 Social Sciences Pub Date : 2020-10-14 DOI: 10.31228/osf.io/dw29y
P. Callister
Renowned legal educator Roscoe Pound stated, “Law must be stable and yet it cannot stand still.” Yet, as Susan Nevelow Mart has demonstrated in a seminal article that the different online research services (Westlaw, Lexis Advance, Fastcase, Google Scholar, Ravel and Casetext) produce significantly different results when researching case law. Furthermore, a recent study of 325 federal courts of appeals decisions, revealed that only 16% of the cases cited in appellate briefs make it into the courts’ opinions. This does not exactly inspire confidence in legal research or its tools to maintain stability of the law. As Robert Berring foresaw, “The world of established sources and sets of law book that has been so stable at to seem inevitable suddenly has vanished. The familiar set of printed case reporters, citators, and second sources that were the core of legal research are being minimized before our eyes.” In this article I focus on Artificial Intelligence (AI) and natural language processing with respect to searching. My article will proceeds as follows. To understand how effective natural language processing is in current legal research, I go about building a model of a legal information retrieval system that incorporates natural language processing. I have had to build my own model because we do not know very much about how the proprietary systems of Westlaw, Lexis, Bloomberg, Fastcase and Casetext work. However, there are descriptions in information science literature and on the Internet of how systems with advanced programing techniques actually work or could work. Next, I compare such systems with the features and search results produced by the major vendors to illustrate the probable use of natural language processing, similar to the models. In addition, the use of word prediction or type ahead techniques in the major research services are studied--particularly, how such techniques can be used to bring secondary resources to the forefront of a search. Finally, I explore how the knowledge gained may help us to better instruct law students and attorneys in the use of the major legal information retrieval systems. My conclusion is that the adeptness of natural language processing is uneven among the various vendors and that what we receive in search results from such systems varies widely depending on a host of unknown variables. Natural language processing has introduced uncertainty to the law. We are a long way from AI systems that understand, let alone search, legal texts in a stable and consistent way.
著名法律教育家Roscoe Pound指出,“法律必须是稳定的,但它不能停滞不前。”然而,正如Susan Nevelow Mart在一篇开创性的文章中所证明的那样,不同的在线研究服务(Westlaw、Lexis Advance、Fastcase、Google Scholar、Ravel和Casetext)在研究判例法时会产生显著不同的结果。此外,最近一项对325个联邦上诉法院裁决的研究显示,只有16%的上诉摘要中引用的案件纳入了法院的意见。这并不能完全激发人们对法律研究或其维护法律稳定的工具的信心。正如Robert Berring所预见的那样,“一个由既定来源和法律书籍组成的世界突然消失了,这个世界一直如此稳定,似乎是不可避免的。作为法律研究核心的一组熟悉的印刷案件记者、引用人和第二来源正在我们眼前被最小化。”。“在这篇文章中,我关注的是人工智能(AI)和搜索方面的自然语言处理。我的文章将继续如下。为了了解自然语言处理在当前法律研究中的有效性,我着手构建一个包含自然语言处理的法律信息检索系统模型。我不得不建立自己的模型,因为我们对Westlaw、Lexis、Bloomberg、Fastcase和Casetext的专有系统是如何工作的了解不多。然而,信息科学文献和互联网上都描述了具有先进编程技术的系统是如何实际工作或可能工作的。接下来,我将这些系统与主要供应商产生的功能和搜索结果进行比较,以说明自然语言处理的可能使用,类似于模型。此外,还研究了单词预测或预编技术在主要研究服务中的使用,特别是如何使用这些技术将二级资源带到搜索的前沿。最后,我探讨了所获得的知识如何帮助我们更好地指导法学院学生和律师使用主要的法律信息检索系统。我的结论是,自然语言处理的熟练程度在不同的供应商之间是不均衡的,我们从这些系统中获得的搜索结果因许多未知变量的不同而有很大差异。自然语言处理给法律带来了不确定性。我们离以稳定一致的方式理解(更不用说搜索)法律文本的人工智能系统还有很长的路要走。
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引用次数: 3
From Stele to Silicon: Publication of Statutes, Public Access to the Law, and the Uniform Electronic Legal Material Act 从石碑到硅:法规出版、公众查阅法律和统一电子法律材料法
IF 0.2 4区 社会学 Q3 Social Sciences Pub Date : 2019-05-28 DOI: 10.31228/osf.io/en6d4
Frederick Dingledy
111 Law Libr. J. 165 (2019). For a legal system to succeed, its laws must be available to the public it governs. This article looks at the methods used by different governments throughout history to publicize legislation and the rulers’ possible motivations for publication. It concludes by discussing how the Uniform Electronic Legal Material Act provides the next logical step in this long tradition of publicizing the law.
法律图书馆J. 165(2019)。一个法律体系要想取得成功,其法律必须对其管辖的公众开放。本文着眼于历史上不同政府宣传立法的方法以及统治者可能的发布动机。最后,本文讨论了《统一电子法律材料法》如何在这一悠久的法律宣传传统中提供了合乎逻辑的下一步。
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引用次数: 1
Beyond The Annals of Murder: The Life and Works of Thomas M. McDade 谋杀编年史之外:托马斯·M·麦克达德的生平与作品
IF 0.2 4区 社会学 Q3 Social Sciences Pub Date : 2018-10-31 DOI: 10.2139/SSRN.3068337
J. Behrens
Thomas M. McDade is best known (if not well-known enough) for his seminal 1961 reference bibliography, The Annals of Murder: A Bibliography of Books and Pamphlets on American Murders from Colonial Times to 1900. Beyond that singular text on early American murder trial accounts, though, lies more than 70 additional publications on American legal history, law enforcement, and literature, gathered together for the first time in an annotated bibliography of McDade’s lesser-known writings. The article also examines McDade’s fascinating life and varied career as an early FBI agent, World War II veteran, corporate executive, and true crime chronicler.
托马斯·M·麦克达德最为人所知(如果还不够知名的话)是他1961年开创性的参考书目《谋杀年鉴:殖民时代至1900年美国谋杀案书籍和小册子目录》。然而,除了关于早期美国谋杀案审判的单一文本之外,还有70多本关于美国法律史、执法和文学的额外出版物,这些出版物首次汇集在麦克达德鲜为人知的著作的注释书目中。这篇文章还探讨了麦克达德作为早期联邦调查局特工、二战老兵、企业高管和真实犯罪记录者的迷人生活和丰富多彩的职业生涯。
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引用次数: 0
On Embracing the Research Conference 关于拥抱研究会议
IF 0.2 4区 社会学 Q3 Social Sciences Pub Date : 2018-02-15 DOI: 10.2139/SSRN.3126229
Alyson M. Drake
Research conferences are a tool that should be included in any research or writing instructor's arsenal. In addition to having multiple pedagogical benefits for students, including providing individualized feedback and another opportunity for formative assessment, legal research conferences help students prepare for practice and comprehend that analysis is a critical part of legal research. Learning that research is an analytical exercise rather than a mechanical task will ultimately help them to be better researchers, writers, and attorneys.
研究会议是一种工具,应该包括在任何研究或写作教练的武器库中。除了为学生提供多种教学益处,包括提供个性化反馈和另一个形成性评估的机会外,法律研究会议还帮助学生为实践做好准备,并理解分析是法律研究的关键部分。了解研究是一项分析练习,而不是一项机械任务,最终将帮助他们成为更好的研究人员、作家和律师。
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引用次数: 0
District Court Opinions that Remain Hidden Despite a Longstanding Congressional Mandate of Transparency – The Result of Judicial Autonomy and Systemic Indifference 尽管国会长期要求地方法院保持透明度,但地方法院的意见仍被隐藏——司法自主和系统冷漠的结果
IF 0.2 4区 社会学 Q3 Social Sciences Pub Date : 2018-01-12 DOI: 10.31228/osf.io/bpmxe
Peter W. Martin
The E-Government Act of 2002 directed the federal courts to provide access to all their written opinions, in text-searchable format, via a website. Ten years later the Judicial Conference of the United States approved national implementation of a comprehensive database of those opinions through a joint venture between the courts and the Government Publishing Office (GPO). Despite the promise implicit in these initiatives, public access to many thousands of federal district court decisions each year remains blocked. They are effectively hidden. Many court websites lack a clear link to opinions, only a bare majority of district courts transmit decisions to the GPO, and far too many courts and judges fail to take the steps necessary for opinion distribution beyond the parties. Using the large volume of district court Social Security litigation to measure and illustrate these failures, the article examines their dimensions, consequences, and causes. It concludes that the problem is a large one, that it poses a major challenge to those carrying out empirical studies and judicial analytics, and that the courts' radical decentralization combined with judicial autonomy will continue to frustrate goals of public access unless serious measures are taken at the national level. Finally, it argues that inclusion in the GPO database of federal judicial opinions should cease being optional.
2002年的《电子政府法》指示联邦法院通过网站以文本搜索格式提供所有书面意见。十年后,美国司法会议批准通过法院和政府出版局的合资企业,在全国范围内实施这些意见的综合数据库。尽管这些举措隐含着承诺,但公众每年仍无法获得数千份联邦地区法院的裁决。它们实际上是隐藏的。许多法院网站缺乏与意见的明确链接,只有绝大多数地区法院将裁决转交给GPO,而且太多的法院和法官没有采取必要措施在各方之外分发意见。本文利用大量地区法院社会保障诉讼来衡量和说明这些失败,考察了它们的维度、后果和原因。它得出的结论是,这是一个大问题,它对那些进行实证研究和司法分析的人构成了重大挑战,法院的激进权力下放与司法自主权相结合,将继续阻碍公众参与的目标,除非在国家层面采取严肃措施。最后,它认为,将联邦司法意见纳入GPO数据库应该不再是可选的。
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引用次数: 2
2018 A Legal Research Odyssey: Artificial Intelligence as Disruptor 2018法律研究奥德赛:人工智能颠覆者
IF 0.2 4区 社会学 Q3 Social Sciences Pub Date : 2017-06-01 DOI: 10.2139/SSRN.2978703
J. J. Baker
Cognitive computing is revolutionizing finance through the ability to combine structured and unstructured data and provide precise market analysis. It is also revolutionizing medicine by providing well-informed options for diagnoses. Analogously, ROSS, a progeny of IBM’s Watson, is set to revolutionize the legal field by bringing cognitive computing to legal research. While ROSS is currently being touted as possessing the requisite sophistication to perform effortless legal research, there is a real danger in a technology like ROSS causing premature disruption. As in medicine and finance, cognitive computing has the power to make legal research more efficient. But the technology is not ready to replace the need for law students to learn sound legal research process and strategy. When done properly, legal research is a highly creative skill that requires a deep level of analysis. Law librarians must infuse law students with an understanding of legal research process, as well as instruct on the practical aspects of using artificial intelligence responsibly in the face of algorithmic transparency, the duty of technology competence, malpractice pitfalls, and the unauthorized practice of law.
认知计算通过结合结构化和非结构化数据并提供精确的市场分析的能力,正在彻底改变金融。它还通过提供信息灵通的诊断选择,革新了医学。类似地,IBM沃森(Watson)的后代ROSS将把认知计算引入法律研究,从而彻底改变法律领域。虽然ROSS目前被吹捧为拥有进行毫不费力的法律研究所需的复杂性,但像ROSS这样的技术存在过早中断的真正危险。就像在医学和金融领域一样,认知计算有能力提高法律研究的效率。但是,这项技术还没有准备好取代法律学生学习健全的法律研究过程和策略的需要。如果做得好,法律研究是一项高度创造性的技能,需要深入的分析。法律图书馆员必须向法律专业学生灌输对法律研究过程的理解,并指导他们在面对算法透明度、技术能力的责任、渎职隐患和未经授权的法律行为时负责任地使用人工智能的实践方面。
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引用次数: 11
Surprising Differences: An Empirical Analysis of LexisNexis and West Headnotes in the Written Opinions of the 2009 Supreme Court Term 令人惊讶的差异:2009年最高法院书面意见中LexisNexis和West标题的实证分析
IF 0.2 4区 社会学 Q3 Social Sciences Pub Date : 2017-01-01 DOI: 10.31228/osf.io/26tvu
Peter A. Hook, Kurt R. Mattson
The number of headnotes assigned by LexisNexis and West are empirically examined for opinions of the 2009 Supreme Court Term. Additionally, Citizens United is examined in detail to determine the overlap of headnote-worthy language. Discrepancies in the number of headnotes assigned and disagreement as to headnote-worthy language call into question the rigor with which headnotes are created.
LexisNexis和West指定的标题数量对2009年最高法院任期的意见进行了实证检验。此外,还详细审查了《联合公民》,以确定标题中值得注意的语言的重叠部分。分配的标题数量的差异和标题语言的不一致使人们对标题编写的严谨性产生疑问。
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引用次数: 1
Blurred Lines—Intersexuality and the Law: An Annotated Bibliography 模糊的界限-间性和法律:一个注释书目
IF 0.2 4区 社会学 Q3 Social Sciences Pub Date : 2017-01-01 DOI: 10.31228/osf.io/stcj7
Pat K. Newcombe
This bibliography gathers, organizes, and annotates relevant law review articles (and one monograph) dealing with legal issues concerning intersexuality. Articles are included to introduce researchers to the intricacies involved in the discussion of intersexuality, to examine issues of medical interventions, and to explore possibilities of judicial relief within the existing framework.
这个参考书目收集,组织,并注释相关的法律评论文章(和一个专著)处理有关中间性的法律问题。文章包括向研究人员介绍讨论间性问题所涉及的复杂性,检查医疗干预问题,并探讨在现有框架内司法救济的可能性。
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引用次数: 4
Lexicographer for a Day 一天的词典编纂者
IF 0.2 4区 社会学 Q3 Social Sciences Pub Date : 2017-01-01 DOI: 10.2139/SSRN.2952980
Mary Whisner
Law librarians get to research a lot more than the law. This essay discusses two examples when I got to dabble in lexicography: "race to the bottom" and "till forbid."
法律图书馆员要研究的不仅仅是法律。这篇文章讨论了我开始涉足词典编纂时的两个例子:“race to the bottom”和“till forbid”。
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引用次数: 0
Increasing Article Findability Online: The Four Cs of Search Engine Optimization 提高文章在线可查找性:搜索引擎优化的4c
IF 0.2 4区 社会学 Q3 Social Sciences Pub Date : 2017-01-01 DOI: 10.2139/SSRN.3204550
Taryn Marks, Taryn Marks, Avery Le
As researchers increasingly and exclusively conduct legal research online, authors must learn the essential skill of ensuring that their articles are both findable and among the top-ranked results in a search. This article highlights four search engine optimization best practices to apply to legal scholarship: creating effective titles, abstracts, and metadata; cross-discipline marketing to multiple disciplines; crossposting to multiple locations; and converting to searchable PDFs
随着越来越多的研究人员专门在网上进行法律研究,作者必须学习基本的技能,以确保他们的文章既能被发现,又能在搜索结果中名列前茅。本文重点介绍了适用于法律学术的四种搜索引擎优化最佳实践:创建有效的标题、摘要和元数据;跨学科营销到多学科;交叉定位到多个地点;并转换为可搜索的pdf文件
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引用次数: 16
期刊
Law Library Journal
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