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This article reports the results of a study examining the ability of legal and non-legal Large Language Models to perform legal analysis using the Issue-Rule-Application-Conclusion framework. LLMs were tested on legal reasoning tasks…

Computers and Society · Computer Science 2025-02-07 Lee Peoples

Large language models (LLMs) may not equitably represent diverse global perspectives on societal issues. In this paper, we develop a quantitative framework to evaluate whose opinions model-generated responses are more similar to. We first…

Traditional methods for aligning Large Language Models (LLMs), such as Reinforcement Learning from Human Feedback (RLHF) and Direct Preference Optimization (DPO), rely on implicit principles, limiting interpretability. Constitutional AI…

Machine Learning · Computer Science 2025-04-01 Carl-Leander Henneking , Claas Beger

Court judgments reveal how legal rules have been interpreted and applied to facts, providing a foundation for understanding structured legal reasoning. However, existing automated approaches for capturing legal reasoning, including large…

Computation and Language · Computer Science 2025-11-04 Ryoma Kondo , Riona Matsuoka , Takahiro Yoshida , Kazuyuki Yamasawa , Ryohei Hisano

Collaboration among scholars has emerged as a significant characteristic of contemporary science. As a result, the number of authors listed in publications continues to rise steadily. Unfortunately, determining the authors to be included in…

Digital Libraries · Computer Science 2025-09-03 Elizaveta Savchenko , Ariel Rosenfeld

Online news has made dissemination of information a faster and more efficient process. Additionally, the shift from a print medium to an online interface has enabled user interactions, creating a space to mutually understand the reader…

Computers and Society · Computer Science 2018-07-31 Rijul Magu , Nabil Hossain , Henry Kautz

The AI/HCI and legal communities have developed largely independent conceptualizations of fairness. This conceptual difference hinders the potential incorporation of technical fairness criteria (e.g., procedural, group, and individual…

Computers and Society · Computer Science 2025-05-27 Tin Nguyen , Jiannan Xu , Phuong-Anh Nguyen-Le , Jonathan Lazar , Donald Braman , Hal Daumé , Zubin Jelveh

Modelling qualitative uncertainty in formal argumentation is essential both for practical applications and theoretical understanding. Yet, most of the existing works focus on \textit{abstract} models for arguing with uncertainty. Following…

Artificial Intelligence · Computer Science 2026-02-18 Carlo Proietti , Antonio Yuste-Ginel

The ability to revise in response to feedback is critical to students' writing success. In the case of argument writing in specific, identifying whether an argument revision (AR) is successful or not is a complex problem because AR quality…

Computation and Language · Computer Science 2023-06-02 Zhexiong Liu , Diane Litman , Elaine Wang , Lindsay Matsumura , Richard Correnti

Privacy law and regulation have turned to "consent" as the legitimate basis for collecting and processing individuals' data. As governments have rushed to enshrine consent requirements in their privacy laws, such as the California Consumer…

Software Engineering · Computer Science 2025-07-08 Aniket Kesari , Travis Breaux , Tom Norton , Sarah Santos , Anmol Singhal

A project (e.g., writing a collaborative research paper) is often a group effort. At the end, each contributor identifies their contribution, often verbally. The reward, however, is very frequently financial. It leads to the question of…

Discrete Mathematics · Computer Science 2026-03-09 Konrad Kułakowski , Jacek Szybowski

In earlier work, we introduced the framework of language-based decisions, the core idea of which was to modify Savage's classical decision-theoretic framework by taking actions to be descriptions in some language, rather than functions from…

Logic in Computer Science · Computer Science 2023-07-18 Adam Bjorndahl , Joseph Y. Halpern

In recent years, the use of open-source models has gained immense popularity in various fields, including legal language modelling and analysis. These models have proven to be highly effective in tasks such as summarizing legal documents,…

Computers and Society · Computer Science 2024-04-11 Vikhyath Gupta , Srinivasa Rao P

On the Web, there is always a need to aggregate opinions from the crowd (as in posts, social networks, forums, etc.). Different mechanisms have been implemented to capture these opinions such as "Like" in Facebook, "Favorite" in Twitter,…

Artificial Intelligence · Computer Science 2017-06-20 Edmond Awad , Jean-François Bonnefon , Martin Caminada , Thomas Malone , Iyad Rahwan

Generating a long, coherent text such as a paragraph requires a high-level control of different levels of relations between sentences (e.g., tense, coreference). We call such a logical connection between sentences as a (paragraph) flow. In…

Computation and Language · Computer Science 2019-09-02 Dongyeop Kang , Hiroaki Hayashi , Alan W Black , Eduard Hovy

Recent works have shown that Large Language Models (LLMs) have a tendency to memorize patterns and biases present in their training data, raising important questions about how such memorized content influences model behavior. One such…

Computation and Language · Computer Science 2025-07-01 Shanshan Xu , T. Y. S. S Santosh , Yanai Elazar , Quirin Vogel , Barbara Plank , Matthias Grabmair

Large Language Models (LLMs), such as ChatGPT, have drawn a lot of attentions recently in the legal domain due to its emergent ability to tackle a variety of legal tasks. However, it is still unknown if LLMs are able to analyze a legal case…

Computation and Language · Computer Science 2024-01-09 Xiaoxi Kang , Lizhen Qu , Lay-Ki Soon , Adnan Trakic , Terry Yue Zhuo , Patrick Charles Emerton , Genevieve Grant

Plagiarism is a crime against academy. It deceives readers, hurts plagiarized authors, and gets the plagiarist undeserved benefits. However, even though these arguments do show that copying other people's intellectual contribution is wrong,…

Physics and Society · Physics 2008-08-25 Mathieu Bouville

The societal impact of pre-trained language models has prompted researchers to probe them for strong associations between protected attributes and value-loaded terms, from slur to prestigious job titles. Such work is said to probe models…

Computation and Language · Computer Science 2023-04-21 Laura Cabello , Anna Katrine Jørgensen , Anders Søgaard

Identifying, classifying, and analyzing arguments in legal discourse has been a prominent area of research since the inception of the argument mining field. However, there has been a major discrepancy between the way natural language…