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Related papers: Legal Summarisation through LLMs: The PRODIGIT Pro…

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Process Mining (PM), initially developed for industrial and business contexts, has recently been applied to social systems, including legal ones. However, PM's efficacy in the legal domain is limited by the accessibility and quality of…

Computation and Language · Computer Science 2025-09-05 Matilde Contestabile , Chiara Ferrara , Alberto Giovannetti , Giovanni Parrillo , Andrea Vandin

While large language models (LLMs) are increasingly used to summarize long documents, this trend poses significant challenges in the legal domain, where the factual accuracy of deposition summaries is crucial. Nugget-based methods have been…

Computation and Language · Computer Science 2026-01-22 Naghmeh Farzi , Laura Dietz , Dave D. Lewis

Automatic summarization of legal case judgements, which are known to be long and complex, has traditionally been tried via extractive summarization models. In recent years, generative models including abstractive summarization models and…

Computation and Language · Computer Science 2024-07-23 Aniket Deroy , Kripabandhu Ghosh , Saptarshi Ghosh

Legal document summarization represents a significant advancement towards improving judicial efficiency through the automation of key information detection. Our approach leverages state-of-the-art natural language processing techniques to…

Computation and Language · Computer Science 2025-07-28 Yongjie Li , Ruilin Nong , Jianan Liu , Lucas Evans

The legal landscape encompasses a wide array of lawsuit types, presenting lawyers with challenges in delivering timely and accurate information to clients, particularly concerning critical aspects like potential imprisonment duration or…

Artificial Intelligence · Computer Science 2024-07-30 Jia-Hong Huang , Chao-Chun Yang , Yixian Shen , Alessio M. Pacces , Evangelos Kanoulas

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…

Computation and Language · Computer Science 2023-06-13 John J. Nay , David Karamardian , Sarah B. Lawsky , Wenting Tao , Meghana Bhat , Raghav Jain , Aaron Travis Lee , Jonathan H. Choi , Jungo Kasai

Large language models (LLMs) have demonstrated great potential for domain-specific applications, such as the law domain. However, recent disputes over GPT-4's law evaluation raise questions concerning their performance in real-world legal…

Computation and Language · Computer Science 2023-10-19 Ruihao Shui , Yixin Cao , Xiang Wang , Tat-Seng Chua

In the era of Large Language Models (LLMs), predicting judicial outcomes poses significant challenges due to the complexity of legal proceedings and the scarcity of expert-annotated datasets. Addressing this, we introduce…

Computation and Language · Computer Science 2024-06-07 Shubham Kumar Nigam , Anurag Sharma , Danush Khanna , Noel Shallum , Kripabandhu Ghosh , Arnab Bhattacharya

Legal judgment prediction is essential for enhancing judicial efficiency. In this work, we identify that existing large language models (LLMs) underperform in this domain due to challenges in understanding case complexities and…

Computation and Language · Computer Science 2024-08-07 Chenlong Deng , Kelong Mao , Yuyao Zhang , Zhicheng Dou

The anticipated positive social impact of regulatory processes requires both the accuracy and efficiency of their application. Modern artificial intelligence technologies, including natural language processing and machine-assisted…

The advent of artificial intelligence (AI) has significantly impacted the traditional judicial industry. Moreover, recently, with the development of AI-generated content (AIGC), AI and law have found applications in various domains,…

Computation and Language · Computer Science 2023-12-08 Jinqi Lai , Wensheng Gan , Jiayang Wu , Zhenlian Qi , Philip S. Yu

To undertake computational research of the law, efficiently identifying datasets of court decisions that relate to a specific legal issue is a crucial yet challenging endeavour. This study addresses the gap in the literature working with…

Computation and Language · Computer Science 2024-03-11 Ahmed Izzidien , Holli Sargeant , Felix Steffek

Factors are a foundational component of legal analysis and computational models of legal reasoning. These factor-based representations enable lawyers, judges, and AI and Law researchers to reason about legal cases. In this paper, we…

Computation and Language · Computer Science 2024-10-11 Morgan Gray , Jaromir Savelka , Wesley Oliver , Kevin Ashley

Legal Prompt Engineering (LPE) or Legal Prompting is a process to guide and assist a large language model (LLM) with performing a natural legal language processing (NLLP) skill. Our goal is to use LPE with LLMs over long legal documents for…

Computation and Language · Computer Science 2022-12-06 Dietrich Trautmann , Alina Petrova , Frank Schilder

Large Language Models have been recently exploited as judges for complex natural language processing tasks, such as Q&A. The basic idea is to delegate to an LLM the assessment of the "quality" of the output provided by an automated…

Software Engineering · Computer Science 2025-07-23 Giuseppe Crupi , Rosalia Tufano , Alejandro Velasco , Antonio Mastropaolo , Denys Poshyvanyk , Gabriele Bavota

AI and generative AI tools, including chatbots like ChatGPT that rely on large language models (LLMs), have burst onto the scene this year, creating incredible opportunities to increase work productivity and improve our lives. Statisticians…

Computation and Language · Computer Science 2024-03-27 Mark Glickman , Yi Zhang

We investigate the potential of using Large Language Models (LLM) to support process model creation in organizational contexts. Specifically, we carry out a case study wherein we develop and test an LLM-based chatbot, PRODIGY (PROcess…

Human-Computer Interaction · Computer Science 2024-09-10 Clara Ziche , Giovanni Apruzzese

Common law courts need to refer to similar precedents' judgments to inform their current decisions. Generating high-quality summaries of court judgment documents can facilitate legal practitioners to efficiently review previous cases and…

Computation and Language · Computer Science 2024-03-08 Shuaiqi Liu , Jiannong Cao , Yicong Li , Ruosong Yang , Zhiyuan Wen

Understanding the legally relevant factual basis of an event and conveying it through text is a key skill of legal professionals. This skill is important for preparing forms (e.g., insurance claims) or other legal documents (e.g., court…

The judiciary, as one of democracy's three pillars, is dealing with a rising amount of legal issues, needing careful use of judicial resources. This research presents a complex framework that leverages Data Science methodologies, notably…

Information Retrieval · Computer Science 2025-07-03 Puspendu Banerjee , Aritra Mazumdar , Wazib Ansar , Saptarsi Goswami , Amlan Chakrabarti
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