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Legal Judgment Prediction (LJP) is a pivotal task in legal AI. Existing semantic-enhanced LJP models integrate judicial precedents and legal knowledge for high performance. But they neglect legal reasoning logic, a critical component of…

人工智能 · 计算机科学 2026-03-05 Yue Zhang , Zhiliang Tian , Shicheng Zhou , Haiyang Wang , Wenqing Hou , Yuying Liu , Xuechen Zhao , Minlie Huang , Ye Wang , Bin Zhou

Natural language processing (NLP) has grown significantly since the advent of the Transformer architecture. Transformers have given birth to pre-trained large language models (PLMs). There has been tremendous improvement in the performance…

计算与语言 · 计算机科学 2024-07-16 Jesse Atuhurra , Hidetaka Kamigaito

The escalating number of pending cases is a growing concern world-wide. Recent advancements in digitization have opened up possibilities for leveraging artificial intelligence (AI) tools in the processing of legal documents. Adopting a…

信息检索 · 计算机科学 2023-10-19 Subinay Adhikary , Sagnik Das , Sagnik Saha , Procheta Sen , Dwaipayan Roy , Kripabandhu Ghosh

Legal Judgment Prediction (LJP) is a fundamental task of legal artificial intelligence, aiming to automatically predict the judgment outcomes of legal cases. Existing LJP models primarily focus on identifying legal triggers within criminal…

计算与语言 · 计算机科学 2025-05-02 Buqiang Xu , Xin Dai , Zhenghao Liu , Huiyuan Xie , Xiaoyuan Yi , Shuo Wang , Yukun Yan , Liner Yang , Yu Gu , Ge Yu

Legal predictive models are of enormous interest and value to legal community. The stakeholders, specially, the judges and attorneys can take the best advantages of these models to predict the case outcomes to further augment their future…

计算机与社会 · 计算机科学 2022-04-14 Sugam Sharma , Ritu Shandilya , Swadesh Sharma

This study consists of a novel approach toward the analysis of court judgments spanning five countries, including the United States, the United Kingdom, Rwanda, Sweden and Hong Kong. This study also explores the intersection of the latest…

人工智能 · 计算机科学 2024-03-01 Michael De'Shazer

Large-language models (LLMs) have been shown to respond in a variety of ways for classification tasks outside of question-answering. LLM responses are sometimes called "hallucinations" since the output is not what is ex pected. Memorization…

计算与语言 · 计算机科学 2025-12-16 John E. Ortega , Dhruv D. Joshi , Matt P. Borkowski

Various forms of implications of artificial intelligence that either exacerbate or decrease racial systemic injustice have been explored in this applied research endeavor. Taking each thematic area of identifying, analyzing, and debating an…

计算机与社会 · 计算机科学 2022-01-05 Alia Abbas

With the advancement of Artificial Intelligence (AI) and Large Language Models (LLMs), there is a profound transformation occurring in the realm of natural language processing tasks within the legal domain. The capabilities of LLMs are…

计算与语言 · 计算机科学 2024-04-02 Weicong Qin , Zhongxiang Sun

In the NLP community, recent years have seen a surge of research activities that address machines' ability to perform deep language understanding which goes beyond what is explicitly stated in text, rather relying on reasoning and knowledge…

计算与语言 · 计算机科学 2020-02-27 Shane Storks , Qiaozi Gao , Joyce Y. Chai

The use of LLMs as automated judges ("LLM-as-a-judge") is now widespread, yet standard judges suffer from a multitude of reliability issues. To address these challenges, we introduce Verdict, an open-source library for scaling judge-time…

计算与语言 · 计算机科学 2025-11-06 Nimit Kalra , Leonard Tang

In recent years, there has been an increased interest in the application of Natural Language Processing (NLP) to legal documents. The use of convolutional and recurrent neural networks along with word embedding techniques have presented…

信息检索 · 计算机科学 2020-11-06 Mariana Y. Noguti , Eduardo Vellasques , Luiz S. Oliveira

We present the Legal Passage Retrieval Dataset LePaRD. LePaRD is a massive collection of U.S. federal judicial citations to precedent in context. The dataset aims to facilitate work on legal passage prediction, a challenging…

计算与语言 · 计算机科学 2024-10-02 Robert Mahari , Dominik Stammbach , Elliott Ash , Alex `Sandy' Pentland

Can Large Language Models (LLMs) accurately predict election outcomes? While LLMs have demonstrated impressive performance in various domains, including healthcare, legal analysis, and creative tasks, their ability to forecast elections…

人工智能 · 计算机科学 2025-04-07 Chenxiao Yu , Zhaotian Weng , Yuangang Li , Zheng Li , Xiyang Hu , Yue Zhao

The language used by US courtroom actors in criminal trials has long been studied for biases. However, systematic studies for bias in high-stakes court trials have been difficult, due to the nuanced nature of bias and the legal expertise…

Legal Article Prediction (LAP) is a critical task in legal text classification, leveraging natural language processing (NLP) techniques to automatically predict relevant legal articles based on the fact descriptions of cases. As a…

计算与语言 · 计算机科学 2025-09-29 Xiao Chi , Wenlin Zhong , Yiquan Wu , Wei Wang , Kun Kuang , Fei Wu , Minghui Xiong

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,…

计算与语言 · 计算机科学 2023-12-08 Jinqi Lai , Wensheng Gan , Jiayang Wu , Zhenlian Qi , Philip S. Yu

This work demonstrates that Legal Judgement Prediction systems without expert-informed adjustments can be vulnerable to shallow, distracting surface signals that arise from corpus construction, case distribution, and confounding factors. To…

计算与语言 · 计算机科学 2022-10-26 T. Y. S. S Santosh , Shanshan Xu , Oana Ichim , Matthias Grabmair

Legal judgment prediction (LJP) aims to predict judicial outcomes from case facts and typically includes law article, charge, and sentencing prediction. While recent methods perform well on the first two subtasks, legal sentencing…

信息检索 · 计算机科学 2026-02-05 Junjie Chen , Haitao Li , Qilei Zhang , Zhenghua Li , Ya Zhang , Quan Zhou , Cheng Luo , Yiqun Liu , Dongsheng Guo , Qingyao Ai

Artificial intelligence and natural language processing (NLP) are increasingly being used in customer service to interact with users and answer their questions. The goal of this systematic review is to examine existing research on the use…

计算与语言 · 计算机科学 2022-12-20 Malak Mashaabi , Areej Alotaibi , Hala Qudaih , Raghad Alnashwan , Hend Al-Khalifa