Legal NLP

NLP: Natural Language Processing

Overview

Legal NLP uses computational language methods to classify cases, retrieve precedents, extract clauses and entities, summarize documents, and answer legal questions. Common approaches include fine-tuned transformer encoders, domain-adapted language models, large language models with retrieval-augmented generation, and structured or neuro-symbolic methods that represent rules and arguments explicitly. Benchmarks and datasets cover tasks such as judgment prediction, statutory reasoning, contract review, and legal question answering across jurisdictions and languages, often combining automated scores with expert review. A central challenge is making systems reliable beyond familiar data: performance can shift across time, languages, and legal systems, while high benchmark scores do not by themselves establish grounded, legally valid answers or explanations.

Latest papers

CardsList

111 papers16 papers in the last four weeks, up 23% on the four weeks before. 0.1% of all new papers.

  1. WisdomInterrogatory (LuWen): An Open-Source Legal Large Language Model Technical Report

    Apr 8, 2026Yiquan Wu, Yuhang Liu, Yifei Liu +4Legal NLPLegal Judgment Prediction

  2. HUKUKBERT: Domain-Specific Language Model for Turkish Law

    Apr 6, 2026Mehmet Utku Öztürk, Tansu Türkoğlu, Buse Buz-YalugLegal NLPLanguage Modeling

  3. NeuroSymbolic AI for Legal AI-TRISM: Trustworthy, Reliable, Interpretable, Safe Models

    Apr 5, 2026Deepa Tilwani, Yash Saxena, Ankur Padia +2LLM ReliabilityNeuro-Symbolic AI

  4. DALDALL: Data Augmentation for Lexical and Semantic Diverse in Legal Domain by leveraging LLM-Persona

    Mar 24, 2026Janghyeok Choi, Jaewon Lee, Sungzoon ChoData AugmentationSynthetic Data Augmentation

  5. The GELATO Dataset for Legislative NER

    Mar 14, 2026Matthew Flynn, Timothy Obiso, Sam NewmanNamed Entity RecognitionLegal NLP

  6. HR-Agents: Using Multiple LLM-based Agents to Improve Q&A about Brazilian Labor Legislation

    Mar 13, 2026Abriel K. Moraes, Gabriel S. M. Dias, Vitor L. Fabris +14Legal QAMulti-Agent LLM Systems

  7. Legal-DC: Benchmarking Retrieval-Augmented Generation for Legal Documents

    Mar 12, 2026Yaocong Li, Qiang Lan, Leihan Zhang +1Retrieval-Augmented GenerationLegal NLP

  8. LAMUS: A Large-Scale Corpus for Legal Argument Mining from U.S. Caselaw using LLMs

    Mar 9, 2026Serene Wang, Lavanya Pobbathi, Haihua ChenLegal NLPArgument Mining

  9. SinhaLegal: A Benchmark Corpus for Information Extraction and Analysis in Sinhala Legislative Texts

    Mar 5, 2026Minduli Lasandi, Nevidu JayatillekeLegal NLPLegal Document Analysis

  10. Coupling Local Context and Global Semantic Prototypes via a Hierarchical Architecture for Rhetorical Roles Labeling

    Mar 4, 2026Anas Belfathi, Nicolas Hernandez, Laura Monceaux +4Prototype LearningLegal NLP

  11. CLASE: A Hybrid Method for Chinese Legalese Stylistic Evaluation

    Feb 13, 2026Yiran Rex Ma, Yuxiao Ye, Huiyuan XieAutomated EvaluationLegal NLP

  12. Gavel: Agent Meets Checklist for Evaluating LLMs on Long-Context Legal Summarization

    Jan 7, 2026Yao Dou, Benjamin Mamut, Wei XuLegal NLPLLM Evaluation

  13. AnnoCaseLaw: Legal Annotation Benchmark of Civil Negligence

    Feb 28, 2025Rilton Franzone, Magnus Sesodia, Alina Petrova +7Legal NLPLLM-Assisted Annotation

  14. Can ChatGPT Perform Reasoning Using the IRAC Method in Analyzing Legal Scenarios Like a Lawyer?

    Oct 23, 2023Xiaoxi Kang, Lizhen Qu, Lay-Ki Soon +4Legal ReasoningLanguage Model Reasoning Evaluation