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. Towards English - Mizo Legal Machine Translation: Corpus Creation, Analysis, and Benchmarks

    Oct 21, 2026Telem Joyson Singh, Sanabam Boyshana, Sanasam Ranbir Singh +1Machine TranslationLegal NLP

  2. LLMs Prompted for Legal Context Refuse More: Overrefusal from Small On-Premises LLMs in Criminal Legal Context

    Oct 19, 2026Anastasiia Kucherenko, Francois Brouchoud, Dimitri Percia David +1LLM Refusal BehaviorPrompt Sensitivity

  3. Beyond Recall Saturation: Scaling Hard-Negative Reranker Training for Industrial Legal Retrieval

    Oct 17, 2026Yunhan Li, Mingjie Xie, Zeyang Shi +2LLM RerankingLegal IR

  4. LexPilot: Benchmarking the Proactive Interaction Ability of Legal LLMs with Laypeople in Chinese Civil Case Consultation

    Oct 16, 2026Wenbin Zhang, ShangZhan Li, Bingxiang He +5Legal NLPLLM Evaluation

  5. Thunder-DeID+: Boundary-Aware Korean De-identification from Court Judgments to Broader Sensitive Documents

    Oct 15, 2026Gyuseong Lee, Gyeongje Cho, Jongmin Kim +8Legal NLPSubword Tokenization

  6. LegalRewardBench: Benchmarking Reward Models for Legal Preference Evaluation

    Oct 13, 2026Hui Huang, Jie Zhou, Hongli Zhou +7Reward Model EvaluationPairwise Preference Evaluation

  7. The "10th Juror": Open-Set Standpoint Screening for Bureaucratic Bias Detection

    Oct 8, 2026Yuchen Miao, Zijun Wang, Chang Han +3Social Bias in Language ModelsLegal NLP

  8. Domain adaptation of Russian ModernBERT for long legal documents

    Oct 5, 2026I. Litvak, D. Gvozdetsky, F. Lashkin +7Language Model PretrainingLegal NLP

  9. Breaking Bureaucracy: Evaluating open-source LLMs for legal document review

    Oct 5, 2026Farrukh Baratov, Niki van Stein, Suzan VerberneZero-Shot LearningLegal NLP

  10. ARCCS: An Automated Regulatory Compliance Checking System

    Oct 1, 2026Giorgos Filandrianos, José Menezes, Chrysoula Zerva +1Legal NLPLegal Document Analysis

  11. ViLegalExpert: A Large-Scale Benchmark for Vietnamese Legal Retrieval and Question Answering from Real-World Consultations

    Sep 30, 2026Dat Tien Nguyen, Nghia Hieu Nguyen, Anh Thi-Hoang Nguyen +3Legal QALegal NLP

  12. LexReward: A Taxonomy-Driven Reward Framework for Legal Language Models

    Sep 30, 2026Yida Cai, Xin Dai, Bingxiang He +5Reward ModelingLegal NLP

  13. LAURA: Knowledge Distillation for Interpretable Ambiguous Clause Identification in Legal Contracts

    Sep 29, 2026Amrita Singh, Aditya Joshi, Jiaojiao Jiang +1Legal NLPInterpretable ML

  14. SinBrief: A Hybrid Framework for Abstractive Text Summarisation of Sinhala Legal Documents

    Sep 26, 2026Minduli Lasandi, Nevidu JayatillekeText SummarizationLegal NLP

  15. Automated Extraction of Records of Processing Activities (RoPA) Using Hybrid RAG and Locally Deployed Large Language Models

    Sep 23, 2026To Duy Hinh, Nguyen Le Quoc Anh, Phan Van Tri +1Retrieval-Augmented GenerationLegal NLP

  16. LexLattice: Multilingual Extractive Summarization via Neural Cellular Automata on Document Hierarchies

    Sep 22, 2026Sujay Uday Rittikar, Sheela RamannaLegal NLPText Summarization

  17. Efficient LLM Distillation for Bangladesh Legal Context: A Smartphone-Compatible Retrieval-Augmented Generation Model

    Sep 21, 2026MD. Nafis Kamal, Mahadi Hasan Fahim, Talha Ridwan +4Retrieval-Augmented GenerationLegal NLP

  18. GRACE: Grounded Adversarial Reasoning over Canadian Law

    Sep 20, 2026Jiakang Xu, Wantong Huo, Udom Silparcha +1Legal NLPLegal Reasoning

  19. IntLawNER: A Named Entity Recognition Dataset and Benchmark in International Law

    Sep 18, 2026Genis Skura, Roland Bouffanais, Didier WernliNamed Entity RecognitionLegal NLP

  20. Structured Four-Stage Legal Translation: From Natural-Language Traffic Rules to PROLOG

    Sep 17, 2026May Myo Zin, Wachara Fungwacharakorn, Ken Satoh +1Logic ProgrammingLegal NLP

  21. How Much is a Human Right Worth? ECtHR-NPD: A Benchmark for Predicting Non-Pecuniary Damage Awards

    Sep 16, 2026Yanyi Pu, Damian A. Gonzalez-Salzberg, Zheng Yuan +1Legal NLPLegal Judgment Prediction

  22. MUCnoHARM@GermEval Shared Task 2026: Retrieval-based In-Context Learning for Defamatory Offences, and Where It Falls Short

    Sep 9, 2026Kristin Gnadt, Maximilian Meidinger, Matthias AßenmacherLegal NLPIn-Context Retrieval

  23. SCM-based Fairness and Faithful Explainability for Legal Document Classification

    Sep 3, 2026Yasmina El Kacemi, Seyed Sahand Mohammadi Ziabari, Ali Mohammed Mansoor AlsahagFaithfulness of Language Model ExplanationsAlgorithmic Fairness