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We summarize the current state of the field of NLP & Law with a specific focus on recent technical and substantive developments. To support our analysis, we construct and analyze a nearly complete corpus of nearly one thousand NLP & Law…

计算与语言 · 计算机科学 2026-05-13 Dirk Hartung , Daniel Martin Katz , Michael J. Bommarito , Lauritz Gerlach , Abhik Jana , Jerrold Soh

Algorithmic discrimination is a critical concern as machine learning models are used in high-stakes decision-making in legally protected contexts. Although substantial research on algorithmic bias and discrimination has led to the…

计算机与社会 · 计算机科学 2025-06-18 Holli Sargeant , Måns Magnusson

The classification of statements provided by individuals during police interviews is a complex and significant task within the domain of natural language processing (NLP) and legal informatics. The lack of extensive domain-specific datasets…

计算与语言 · 计算机科学 2024-05-20 Yannis Spyridis , Jean-Paul , Haneen Deeb , Vasileios Argyriou

Legal Judgment Prediction (LJP) aims to predict judicial outcomes, including relevant legal charge, terms, and fines, which is a crucial process in Large Language Model(LLM). However, LJP faces two key challenges: (1)Long Tail Distribution:…

计算与语言 · 计算机科学 2025-06-24 Ao Chang , Tong Zhou , Yubo Chen , Delai Qiu , Shengping Liu , Kang Liu , Jun Zhao

A major obstacle to the development of Natural Language Processing (NLP) methods in the biomedical domain is data accessibility. This problem can be addressed by generating medical data artificially. Most previous studies have focused on…

计算与语言 · 计算机科学 2019-08-09 Zixu Wang , Julia Ive , Sumithra Velupillai , Lucia Specia

Legal syllogism is a form of deductive reasoning commonly used by legal professionals to analyze cases. In this paper, we propose legal syllogism prompting (LoT), a simple prompting method to teach large language models (LLMs) for legal…

计算与语言 · 计算机科学 2023-07-18 Cong Jiang , Xiaolei Yang

Natural language reasoning plays an increasingly important role in improving language models' ability to solve complex language understanding tasks. An interesting use case for reasoning is the resolution of context-dependent ambiguity. But…

计算与语言 · 计算机科学 2023-10-24 Stefan F. Schouten , Peter Bloem , Ilia Markov , Piek Vossen

As part of its digitization initiative, the German Central Bank (Deutsche Bundesbank) wants to examine the extent to which natural Language Processing (NLP) can be used to make independent decisions upon the eligibility criteria of…

计算与语言 · 计算机科学 2023-02-10 Christian Hänig , Markus Schlösser , Serhii Hamotskyi , Gent Zambaku , Janek Blankenburg

Landmark judgments are of prime importance in the Common Law System because of their exceptional jurisprudence and frequent references in other judgments. In this work, we leverage contextual references available in citing judgments to…

计算与语言 · 计算机科学 2024-06-18 Purnima Bindal , Vikas Kumar , Vasudha Bhatnagar , Parikshet Sirohi , Ashwini Siwal

Laypeople (i.e. individuals without legal training) may often have trouble resolving their legal problems. In this work, we present the JusticeBot methodology. This methodology can be used to build legal decision support tools, that support…

计算机与社会 · 计算机科学 2023-08-07 Hannes Westermann , Karim Benyekhlef

Large language models (LLMs) are among the best methods for processing natural language, partly due to their versatility. At the same time, domain-specific LLMs are more practical in real-life applications. This work introduces a novel…

计算与语言 · 计算机科学 2025-03-18 Arkadiusz Bryłkowski , Jakub Klikowski

Most judicial decisions involve the interpretation of legal texts; as such, judicial opinion requires the use of language as a medium to comment on or draw attention to other language. Language used this way is called metalanguage. We…

计算与语言 · 计算机科学 2023-05-25 Michael Kranzlein , Nathan Schneider , Kevin Tobia

Natural Language Processing (NLP) is one of the most revolutionary technologies today. It uses artificial intelligence to understand human text and spoken words. It is used for text summarization, grammar checking, sentiment analysis, and…

计算与语言 · 计算机科学 2025-12-22 G. M. Refatul Islam , Safwan Shaheer , Yaseen Nur , Mohammad Rafid Hamid

Language is the medium for many political activities, from campaigns to news reports. Natural language processing (NLP) uses computational tools to parse text into key information that is needed for policymaking. In this chapter, we…

计算与语言 · 计算机科学 2023-02-08 Zhijing Jin , Rada Mihalcea

Large language models (LLMs) have demonstrated strong reasoning abilities across specialized domains, motivating research into their application to legal reasoning. However, existing legal benchmarks often conflate factual recall with…

人工智能 · 计算机科学 2025-11-21 Wenhan Yu , Xinbo Lin , Lanxin Ni , Jinhua Cheng , Lei Sha

Cyber-attack attribution is an important process that allows experts to put in place attacker-oriented countermeasures and legal actions. The analysts mainly perform attribution manually, given the complex nature of this task. AI and, more…

密码学与安全 · 计算机科学 2024-08-12 Pritam Deka , Sampath Rajapaksha , Ruby Rani , Amirah Almutairi , Erisa Karafili

Better understanding of Large Language Models' (LLMs) legal analysis abilities can contribute to improving the efficiency of legal services, governing artificial intelligence, and leveraging LLMs to identify inconsistencies in law. This…

Inherently, the legal domain contains a vast amount of data in text format. Therefore it requires the application of Natural Language Processing (NLP) to cater to the analytically demanding needs of the domain. The advancement of NLP is…

计算与语言 · 计算机科学 2021-11-16 Sahan Jayasinghe , Lakith Rambukkanage , Ashan Silva , Nisansa de Silva , Amal Shehan Perera

Studies have shown that some Natural Language Processing (NLP) systems encode and replicate harmful biases with potential adverse ethical effects in our society. In this article, we propose an approach for identifying gender and racial…

计算与语言 · 计算机科学 2022-04-13 Sean Matthews , John Hudzina , Dawn Sepehr

Availability of challenging benchmarks is the key to advancement of AI in a specific field.Since Legal Text is significantly different than normal English text, there is a need to create separate Natural Language Processing benchmarks for…

计算与语言 · 计算机科学 2025-08-11 Prathamesh Kalamkar , Janani Venugopalan Ph. D. , Vivek Raghavan Ph. D