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The Indian judicial system faces a critical challenge with approximately 52 million pending cases, causing significant delays that impact socio-economic stability. This study proposes a cloud-based software framework to classify and…

计算机与社会 · 计算机科学 2025-10-17 Shubham Varma , Ananya Warior , Avani Sakhapara , Dipti Pawade

In recent years, urban safety has become a paramount concern for city planners and law enforcement agencies. Accurate prediction of likely crime occurrences can significantly enhance preventive measures and resource allocation. However,…

机器学习 · 计算机科学 2024-09-18 Sia Gupta , Simeon Sayer

This paper presents a classification model that predicts delays in Indian lower courts based on case information available at filing. The model is built on a dataset of 4.2 million court cases filed in 2010 and their outcomes over a 10-year…

机器学习 · 计算机科学 2024-10-03 Mohit Bhatnagar , Shivraj Huchhanavar

Automatic legal text classification systems have been proposed in the literature to address knowledge extraction from judgments and detect their aspects. However, most of these systems are black boxes even when their models are…

To alleviate the cost of regression testing in continuous integration (CI), a large number of machine learning-based (ML-based) test case prioritization techniques have been proposed. However, it is yet unknown how they perform under the…

软件工程 · 计算机科学 2023-11-23 Yifan Zhao , Dan Hao , Lu Zhang

Building on developments in machine learning and prior work in the science of judicial prediction, we construct a model designed to predict the behavior of the Supreme Court of the United States in a generalized, out-of-sample context. To…

物理与社会 · 物理学 2017-07-05 Daniel Martin Katz , Michael J Bommarito , Josh Blackman

Machine learning shows promise in predicting the outcome of legal cases, but most research has concentrated on civil law cases rather than case law systems. We identified two unique challenges in making legal case outcome predictions with…

计算与语言 · 计算机科学 2024-04-16 Lang Cao , Zifeng Wang , Cao Xiao , Jimeng Sun

Machine learning (ML) estimates of conditional average treatment effects (CATE) can guide policy decisions, either by allowing targeting of individuals with beneficial CATE estimates, or as inputs to decision trees that optimise overall…

计量经济学 · 经济学 2023-10-04 Julia Hatamyar , Noemi Kreif

Legal Judgment Prediction is one of the most acclaimed fields for the combined area of NLP, AI, and Law. By legal prediction we mean an intelligent systems capable to predict specific judicial characteristics, such as judicial outcome, a…

机器学习 · 计算机科学 2022-12-29 Vithor Gomes Ferreira Bertalan , Evandro Eduardo Seron Ruiz

Artificial Intelligence techniques such as Machine Learning (ML) have not been exploited to their maximum potential in the legal domain. This has been partially due to the insufficient explanations they provided about their decisions.…

The objective of this paper is to develop predictive models to classify Brazilian legal proceedings in three possible classes of status: (i) archived proceedings, (ii) active proceedings, and (iii) suspended proceedings. This problem's…

计算与语言 · 计算机科学 2021-06-24 Felipe Maia Polo , Itamar Ciochetti , Emerson Bertolo

The persistent accumulation of unresolved legal cases, especially within the Indian judiciary, significantly hampers the timely delivery of justice. Manual methods of prioritizing petitions are often prone to inefficiencies and subjective…

计算与语言 · 计算机科学 2025-05-29 Avijit Gayen , Somyajit Chakraborty , Mainak Sen , Soham Paul , Angshuman Jana

Criminal courts across the United States handle millions of cases every year, and the scheduling of those cases must accommodate a diverse set of constraints, including the preferences and availability of courts, prosecutors, and defense…

机器学习 · 计算机科学 2024-10-24 My H Dinh , James Kotary , Lauryn P. Gouldin , William Yeoh , Ferdinando Fioretto

Large language models have demonstrated remarkable capabilities across diverse reasoning tasks, yet their performance on algorithmic reasoning remains limited. To handle this limitation, we propose PRIME (Policy-Reinforced Iterative…

计算与语言 · 计算机科学 2026-02-13 Jiawei Xu , Zhenyu Yu , Ziqian Bi , Minh Duc Pham , Xiaoyi Qu , Danyang Zhang

Prior studies on the effectiveness of professional jury consultants in predicting juror proclivities have yielded mixed results, and few have rigorously evaluated consultant performance against chance under controlled conditions. This study…

计算机与社会 · 计算机科学 2026-01-27 Ashwin Murthy , Ramesh Krishnamaneni , Sean Chacon , Kelsey Carlson , Ranjita Naik

This thesis designs a prediction system based on matrix factorization to predict the classification accuracy of a specific model on a particular dataset. In this thesis, we conduct comprehensive empirical research on more than fifty…

机器学习 · 计算机科学 2023-05-02 Yunbo Dong

This paper presents two studies that use a machine learning expert system (MLES). One focuses on a system to advise to United States federal judges for regarding consistent federal criminal sentencing, based on both the federal sentencing…

人工智能 · 计算机科学 2021-08-10 Logan Brown , Reid Pezewski , Jeremy Straub

This paper describes a practical approach of using supervised machine learning (ML) models to assist safety investigators to classify aviation occurrences into either incident or serious incident categories. Our implementation currently…

机器学习 · 计算机科学 2025-04-15 Bryan Y. Siow

To ensure the security of the general mass, crime prevention is one of the most higher priorities for any government. An accurate crime prediction model can help the government, law enforcement to prevent violence, detect the criminals in…

机器学习 · 计算机科学 2020-01-10 Md. Aminur Rab Ratul

Medicare fraud poses a substantial challenge to healthcare systems, resulting in significant financial losses and undermining the quality of care provided to legitimate beneficiaries. This study investigates the use of machine learning (ML)…

机器学习 · 计算机科学 2025-02-25 Dorsa Farahmandazad , Kasra Danesh
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