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20232026
most citedMUSER: A Multi-View Similar Case Retrieval Dataset

7 citations · 10 across the 20 of their papers we have counts for

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14 papers · 1 filter

cs.CL2026

DLawBench: Evaluating LLMs Through Multi-Turn Legal Consultation

Li Zhang, Yuzhen Shi, Yiran Hu +15

Lawyer-client consultation is a critical starting point for legal services. Effective legal assistance hinges on eliciting sufficient and truthful information from clients in order…

cs.CL2026

LexRubric: A Rubric-Guided Diagnostic Benchmark for Open-Ended Legal Tasks

Yifan Chen, Haitao Li, Yiran Hu +6

As large language models (LLMs) are increasingly applied to real-world legal tasks, evaluating the reliability of their open-ended legal responses has become essential. These tasks…

cs.CL2026

PLawBench: A Rubric-Based Benchmark for Evaluating LLMs in Real-World Legal Practice

Yuzhen Shi, Huanghai Liu, Yiran Hu +27

As large language models (LLMs) are increasingly applied to legal domain-specific tasks, evaluating their ability to perform legal work in real-world settings has become essential.…

cs.CL2025

LLMs on Trial: Evaluating Judicial Fairness for Large Language Models

Yiran Hu, Zongyue Xue, Haitao Li +10

Large Language Models (LLMs) are increasingly used in high-stakes fields where their decisions impact rights and equity. However, LLMs' judicial fairness and implications for socia…

cs.CL2025

Legal Rule Induction: Towards Generalizable Principle Discovery from Analogous Judicial Precedents

Wei Fan, Tianshi Zheng, Yiran Hu +7

Legal rules encompass not only codified statutes but also implicit adjudicatory principles derived from precedents that contain discretionary norms, social morality, and policy. Wh…

cs.CL2025

JuDGE: Benchmarking Judgment Document Generation for Chinese Legal System

Weihang Su, Baoqing Yue, Qingyao Ai +6

This paper introduces JuDGE (Judgment Document Generation Evaluation), a novel benchmark for evaluating the performance of judgment document generation in the Chinese legal system.…

cs.CL2025

J&H: Evaluating the Robustness of Large Language Models Under Knowledge-Injection Attacks in Legal Domain

Yiran Hu, Huanghai Liu, Qingjing Chen +5

As the scale and capabilities of Large Language Models (LLMs) increase, their applications in knowledge-intensive fields such as legal domain have garnered widespread attention. Ho…

cs.CL2025★ 1 cited

CaseGen: A Benchmark for Multi-Stage Legal Case Documents Generation

Haitao Li, Jiaying Ye, Yiran Hu +8

Legal case documents play a critical role in judicial proceedings. As the number of cases continues to rise, the reliance on manual drafting of legal case documents is facing incre…

cs.CL2025

JUREX-4E: Juridical Expert-Annotated Four-Element Knowledge Base for Legal Reasoning

Huanghai Liu, Quzhe Huang, Qingjing Chen +5

In recent years, Large Language Models (LLMs) have been widely applied to legal tasks. To enhance their understanding of legal texts and improve reasoning accuracy, a promising app…

cs.CL2024★ 1 cited

LegalAgentBench: Evaluating LLM Agents in Legal Domain

Haitao Li, Junjie Chen, Jingli Yang +10

With the increasing intelligence and autonomy of LLM agents, their potential applications in the legal domain are becoming increasingly apparent. However, existing general-domain b…

cs.CL2024

Legal Fact Prediction: The Missing Piece in Legal Judgment Prediction

Junkai Liu, Yujie Tong, Hui Huang +7

Legal judgment prediction (LJP), which enables litigants and their lawyers to forecast judgment outcomes and refine litigation strategies, has emerged as a crucial legal NLP task.…

cs.CL2024

LeKUBE: A Legal Knowledge Update BEnchmark

Changyue Wang, Weihang Su, Hu Yiran +6

Recent advances in Large Language Models (LLMs) have significantly shaped the applications of AI in multiple fields, including the studies of legal intelligence. Trained on extensi…

cs.CL2023★ 7 cited

MUSER: A Multi-View Similar Case Retrieval Dataset

Qingquan Li, Yiran Hu, Feng Yao +4

Similar case retrieval (SCR) is a representative legal AI application that plays a pivotal role in promoting judicial fairness. However, existing SCR datasets only focus on the fac…

cs.CL2023★ 1 cited

LEEC: A Legal Element Extraction Dataset with an Extensive Domain-Specific Label System

Xue Zongyue, Liu Huanghai, Hu Yiran +4

As a pivotal task in natural language processing, element extraction has gained significance in the legal domain. Extracting legal elements from judicial documents helps enhance in…