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With the development of deep learning, natural language processing technology has effectively improved the efficiency of various aspects of the traditional judicial industry. However, most current efforts focus on tasks within individual…

Computation and Language · Computer Science 2024-09-24 Zhitao He , Pengfei Cao , Chenhao Wang , Zhuoran Jin , Yubo Chen , Jiexin Xu , Huaijun Li , Xiaojian Jiang , Kang Liu , Jun Zhao

Legal Large Language Models (LLMs) have shown promise in providing legal consultations to non-experts. However, most existing Chinese legal consultation models are based on single-agent systems, which differ from real-world legal…

Computation and Language · Computer Science 2024-12-17 Jingyun Sun , Chengxiao Dai , Zhongze Luo , Yangbo Chang , Yang Li

Since real-world legal experiments are often costly or infeasible, simulating legal societies with Artificial Intelligence (AI) systems provides an effective alternative for verifying and developing legal theory, as well as supporting legal…

Artificial Intelligence · Computer Science 2025-10-29 Yiding Wang , Yuxuan Chen , Fanxu Meng , Xifan Chen , Xiaolei Yang , Muhan Zhang

With the increasing intelligence and autonomy of LLM agents, their potential applications in the legal domain are becoming increasingly apparent. However, existing general-domain benchmarks cannot fully capture the complexity and subtle…

Computation and Language · Computer Science 2024-12-24 Haitao Li , Junjie Chen , Jingli Yang , Qingyao Ai , Wei Jia , Youfeng Liu , Kai Lin , Yueyue Wu , Guozhi Yuan , Yiran Hu , Wuyue Wang , Yiqun Liu , Minlie Huang

While large language models (LLMs) have showcased impressive capabilities, they struggle with addressing legal queries due to the intricate complexities and specialized expertise required in the legal field. In this paper, we introduce…

Computation and Language · Computer Science 2024-06-24 Zhiwei Fei , Songyang Zhang , Xiaoyu Shen , Dawei Zhu , Xiao Wang , Maosong Cao , Fengzhe Zhou , Yining Li , Wenwei Zhang , Dahua Lin , Kai Chen , Jidong Ge

Current research in LLM-based simulation systems lacks comprehensive solutions for modeling real-world court proceedings, while existing legal language models struggle with dynamic courtroom interactions. We present AgentCourt, a…

Computation and Language · Computer Science 2025-06-17 Guhong Chen , Liyang Fan , Zihan Gong , Nan Xie , Zixuan Li , Ziqiang Liu , Chengming Li , Qiang Qu , Hamid Alinejad-Rokny , Shiwen Ni , Min Yang

LLM-based client simulation has emerged as a promising tool for training novice counselors and evaluating automated counseling systems. However, existing client simulation approaches face three key challenges: (1) limited diversity and…

Computation and Language · Computer Science 2026-01-13 Huachuan Qiu , Zhaoming Chen , Yuqian Chen , Yuan Xie , Yu Lu , Zhenzhong Lan

Legal dispute mediation plays a crucial role in resolving civil disputes, yet its empirical study is limited by privacy constraints and complex multivariate interactions. To address this limitation, we present AgentMediation, the first…

Computers and Society · Computer Science 2025-09-09 Junjie Chen , Haitao Li , Minghao Qin , Yujia Zhou , Yanxue Ren , Wuyue Wang , Yiqun Liu , Yueyue Wu , Qingyao Ai

Recent advances in large language models (LLMs) have led to substantial progress in domain-specific applications, particularly within the legal domain. However, general-purpose models such as GPT-4 often struggle with specialized subdomains…

Artificial Intelligence · Computer Science 2026-01-16 Zixun Lan , Maochun Xu , Yifan Ren , Rui Wu , Jianghui Zhou , Xueyang Cheng , Jianan Ding Ding , Xinheng Wang , Mingmin Chi , Fei Ma

Large Language Models (LLMs) offer transformative opportunities to address the longstanding challenge of modeling opinion evolution in computational social science. This study investigates how media influences cross-border attitudes - a key…

Social and Information Networks · Computer Science 2026-03-11 Nicholas Sukiennik , Yichuan Xu , Yuqing Kan , Jinghua Piao , Yuwei Yan , Chen Gao , Yong Li

Large language models (LLMs) are revolutionizing education, with LLM-based agents playing a key role in simulating student behavior. A major challenge in student simulation is modeling the diverse learning patterns of students at various…

Machine Learning · Computer Science 2025-08-12 Tao Wu , Jingyuan Chen , Wang Lin , Mengze Li , Yumeng Zhu , Ang Li , Kun Kuang , Fei Wu

In oral arguments, judges probe attorneys with questions about the factual record, legal claims, and the strength of their arguments. To prepare for this questioning, both law schools and practicing attorneys rely on moot courts: practice…

Computation and Language · Computer Science 2026-03-06 Kylie Zhang , Nimra Nadeem , Lucia Zheng , Dominik Stammbach , Peter Henderson

Large language models (LLMs) have demonstrated strong reasoning abilities across specialized domains, motivating research into their application to legal reasoning. However, existing legal benchmarks often conflate factual recall with…

Artificial Intelligence · Computer Science 2025-11-21 Wenhan Yu , Xinbo Lin , Lanxin Ni , Jinhua Cheng , Lei Sha

General and legal domain LLMs have demonstrated strong performance in various tasks of LegalAI. However, the current evaluations of these LLMs in LegalAI are defined by the experts of computer science, lacking consistency with the logic of…

Computation and Language · Computer Science 2024-02-20 Yongfu Dai , Duanyu Feng , Jimin Huang , Haochen Jia , Qianqian Xie , Yifang Zhang , Weiguang Han , Wei Tian , Hao Wang

Large language models (LLMs) have shown strong capabilities in multi-step decision-making, planning and actions, and are increasingly integrated into various real-world applications. It is concerning whether their strong problem-solving…

Cryptography and Security · Computer Science 2026-05-20 Yilin Tang , Yu Wang , Lanlan Qiu , Wenchang Gao , Yunfei Ma , Baicheng Chen , Tianxing He

Simulations, although powerful in accurately replicating real-world systems, often remain inaccessible to non-technical users due to their complexity. Conversely, large language models (LLMs) provide intuitive, language-based interactions…

Computation and Language · Computer Science 2025-05-22 Jacob Kleiman , Kevin Frank , Joseph Voyles , Sindy Campagna

Online recruitment platforms have reshaped job-seeking and recruiting processes, driving increased demand for applications that enhance person-job matching. Traditional methods generally rely on analyzing textual data from resumes and job…

Computation and Language · Computer Science 2025-06-27 Hongda Sun , Hongzhan Lin , Haiyu Yan , Yang Song , Xin Gao , Rui Yan

The gap between static benchmarks and the dynamic nature of real-world legal practice poses a key barrier to advancing legal intelligence. To this end, we introduce J1-ENVS, the first interactive and dynamic legal environment tailored for…

Artificial Intelligence · Computer Science 2026-01-26 Zheng Jia , Shengbin Yue , Wei Chen , Siyuan Wang , Yidong Liu , Zejun Li , Yun Song , Zhongyu Wei

In this report, we introduce our first-generation reasoning model, LexPro-1.0, a large language model designed for the highly specialized Chinese legal domain, offering comprehensive capabilities to meet diverse realistic needs. Existing…

Computation and Language · Computer Science 2025-03-12 Haotian Chen , Yanyu Xu , Boyan Wang , Chaoyue Zhao , Xiaoyu Han , Fang Wang , Lizhen Cui , Yonghui Xu

Modeling subrational agents, such as humans or economic households, is inherently challenging due to the difficulty in calibrating reinforcement learning models or collecting data that involves human subjects. Existing work highlights the…

Artificial Intelligence · Computer Science 2024-02-15 Andrea Coletta , Kshama Dwarakanath , Penghang Liu , Svitlana Vyetrenko , Tucker Balch
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