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Determining which legal cases are relevant to a given query involves navigating lengthy texts and applying nuanced legal reasoning. Traditionally, this task has demanded significant time and domain expertise to identify key Legal Facts and…

Artificial Intelligence · Computer Science 2025-08-15 Shengjie Ma , Qi Chu , Jiaxin Mao , Xuhui Jiang , Haozhe Duan , Chong Chen

Pull requests are a key part of the collaborative software development and code review process today. However, pull requests can also slow down the software development process when the reviewer(s) or the author do not actively engage with…

Software Engineering · Computer Science 2022-07-05 Chandra Maddila , Sai Surya Upadrasta , Chetan Bansal , Nachiappan Nagappan , Georgios Gousios , Arie van Deursen

Legal Judgment Prediction (LJP) aims to predict judgment outcomes based on case description. Several researchers have developed techniques to assist potential clients by predicting the outcome in the legal profession. However, none of the…

Artificial Intelligence · Computer Science 2023-09-04 Salwa Abbara , Mona Hafez , Aya Kazzaz , Areej Alhothali , Alhanouf Alsolami

Legal citation in common-law systems depends not only on factual similarity, but also on the legal principle for which a precedent is invoked. However, existing benchmarks for legal citation retrieval use case facts, citation context, or…

Information Retrieval · Computer Science 2026-05-21 Shannon Lee Yueh Ern , Kaidong Feng , Yingpeng Du , Chloe Lee En Jia , Zhu Sun

Navigating AI regulation across jurisdictions is increasingly difficult for policymakers, legal professionals, and researchers. To address this, we present a multi-jurisdictional Retrieval-Augmented Generation system for global AI…

Computation and Language · Computer Science 2026-04-29 Courtney Ford , Ojas Rane , Susan Leavy

The detection of controversial content in political discussions on the Internet is a critical challenge in maintaining healthy digital discourse. Unlike much of the existing literature that relies on synthetically balanced data, our work…

Social and Information Networks · Computer Science 2025-03-06 Arvindh Arun , Karuna K Chandra , Akshit Sinha , Balakumar Velayutham , Jashn Arora , Manish Jain , Ponnurangam Kumaraguru

Handwritten character recognition is a challenging research in the field of document image analysis over many decades due to numerous reasons such as large writing styles variation, inherent noise in data, expansive applications it offers,…

Computer Vision and Pattern Recognition · Computer Science 2021-07-21 Noushath Shaffi , Faizal Hajamohideen

Data-driven decision-making consequential to individuals raises important questions of accountability and justice. Indeed, European law provides individuals limited rights to 'meaningful information about the logic' behind significant,…

Human-Computer Interaction · Computer Science 2018-02-01 Reuben Binns , Max Van Kleek , Michael Veale , Ulrik Lyngs , Jun Zhao , Nigel Shadbolt

The Sustainable Development Goals (SDGs) offer a critical global framework for addressing challenges like poverty, inequality, climate change, etc. They encourage a holistic approach integrating economic growth, social inclusion, and…

General Economics · Economics 2025-01-10 Hrishidev Unni , Rubal Rathi , Sangita Dutta Gupta , Anirban Chakraborti

As Large Language Models (LLMs) become integrated into high-stakes domains, there is a growing need for evaluation methods that are both scalable for real-time deployment and reliable for critical decision-making. While human evaluation is…

Artificial Intelligence · Computer Science 2025-12-02 Xiaochuan Li , Ke Wang , Girija Gouda , Shubham Choudhary , Yaqun Wang , Linwei Hu , Joel Vaughan , Freddy Lecue

Automatic judgment prediction aims to predict the judicial results based on case materials. It has been studied for several decades mainly by lawyers and judges, considered as a novel and prospective application of artificial intelligence…

Artificial Intelligence · Computer Science 2018-09-19 Shangbang Long , Cunchao Tu , Zhiyuan Liu , Maosong Sun

The paradigm of LLM-as-a-judge is emerging as a scalable and efficient alternative to human evaluation, demonstrating strong performance on well-defined tasks. However, its reliability in open-ended tasks with dynamic environments and…

Software Engineering · Computer Science 2026-03-04 Chunyang Li , Yilun Zheng , Xinting Huang , Tianqing Fang , Jiahao Xu , Lihui Chen , Yangqiu Song , Han Hu

Despite their growing use in academic writing and statistical analysis, the performance of artificial intelligence (AI) tools in scientific peer review remains a largely unexplored area. A key challenge is jagged AI, a phenomenon where AI…

Applications · Statistics 2026-05-19 Jin Wook Lee , William Szegda , Zhisheng Song , Edward L. Ionides

Women and people of color remain dramatically underrepresented among computing faculty, and improvements in demographic diversity are slow and uneven. Effective diversification strategies depend on quantifying the correlates, causes, and…

Computers and Society · Computer Science 2022-05-11 Nicholas LaBerge , K. Hunter Wapman , Allison C. Morgan , Sam Zhang , Daniel B. Larremore , Aaron Clauset

Retrieval-Augmented Generation (RAG) systems are showing promising potential, and are becoming increasingly relevant in AI-powered legal applications. Existing benchmarks, such as LegalBench, assess the generative capabilities of Large…

Artificial Intelligence · Computer Science 2024-08-21 Nicholas Pipitone , Ghita Houir Alami

A clinical trial is a study that evaluates new biomedical interventions. To design new trials, researchers draw inspiration from those current and completed. In 2022, there were on average more than 100 clinical trials submitted to…

Computation and Language · Computer Science 2023-08-02 Renee D. White , Tristan Peng , Pann Sripitak , Alexander Rosenberg Johansen , Michael Snyder

In this paper, we introduce the citation data of the Czech apex courts (Supreme Court, Supreme Administrative Court and Constitutional Court). This dataset was automatically extracted from the corpus of texts of Czech court decisions -…

Computation and Language · Computer Science 2020-02-07 Jakub Harašta , Tereza Novotná , Jaromír Šavelka

We analyze downstream courtroom governance in Philadelphia eviction cases using 755,004 Municipal Court landlord--tenant records filed from 1969 through 2022. Post-filing case processing is organized by repeated courtroom relationships,…

Applications · Statistics 2026-05-26 Marios Papamichalis , Regina Ruane

Legal practitioners often face a vast amount of documents. Lawyers, for instance, search for appropriate precedents favorable to their clients, while the number of legal precedents is ever-growing. Although legal search engines can assist…

Computation and Language · Computer Science 2022-11-04 Wonseok Hwang , Saehee Eom , Hanuhl Lee , Hai Jin Park , Minjoon Seo

Problem definition: Access to accurate predictions of patients' outcomes can enhance medical staff's decision-making, which ultimately benefits all stakeholders in the hospitals. A large hospital network in the US has been collaborating…