Overview

The field studies how to turn complex legal texts into useful information, such as document labels, clauses, citations, arguments, obligations, and case outcomes. Common approaches include transformer and large language models, retrieval-augmented generation, legal knowledge graphs, and symbolic rules; OCR and multilingual resources help extend analysis to scanned and underrepresented legal materials. Applications include contract review, privacy-policy audits, precedent retrieval, regulatory compliance, and judgment analysis. Systems are increasingly evaluated on task-specific benchmarks, but reliable performance across jurisdictions and languages remains difficult, and evidence traceability, expert disagreement, and human oversight remain important.

Latest papers

CardsList

76 papers6 papers in the last four weeks, down 25% on the four weeks before. 0.0% of all new papers.

  1. Novel or Not? PatEx-Gym: Agentic Prior-Art Search for Novelty Assessment in Patent Examination

    Oct 24, 2026Qiyao Wang, Xinyi Chen, Hongbo Wang +5Novelty SearchAI Agent Benchmarks

  2. A Grammar of French Civil Cassation: A Ground-Level Dataset and Tool

    Oct 22, 2026Avrile Floro, Tamara Dhorasoo, Nils Holzenberger +3Legal Document AnalysisLegal Reasoning

  3. Towards More Granular Reasoning: Mapping the DSA Transparency Database Taxonomy to Platform Terms and Conditions Using Large Language Models

    Oct 19, 2026Alyson Ranucci, Eline Leijten, David GrausContent ModerationLegal Document Analysis

  4. In With the Old: Enhancing 'Classical' Document Automation with Generative AI

    Oct 5, 2026Marc Lauritsen, Hannes WestermannLegal Document AnalysisText Generation

  5. ARCCS: An Automated Regulatory Compliance Checking System

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

  6. ARGUS: Role-Aware Event Knowledge Graphs for U.S. Employment-Discrimination Complaints

    Sep 24, 2026Sriram Kannan, Swetha Saseendran, Vishnu Vardhan Reddy Kandi +3KG ConstructionDocument Information Extraction

  7. ContraVis: Evidence-Grounded Visual Analytics for Contradiction Review in Legal Contracts

    Sep 22, 2026Luis Sante, Paula Lima, Mariana Rocha +1LLM Reasoning with GraphsLegal Document Analysis

  8. Mining Legal Arguments in U.S. Corporate Case Law

    Sep 21, 2026Luis Brena, William Jurayj, Gregory Deyesu +3Argument MiningLegal IR

  9. KhatianDoc: A Human-Verified Benchmark Diagnosing Multimodal LLM Failure on Bengali Legal Land Records

    Sep 3, 2026Tasmiad Hasan, Arafat Zaman Ratul, Sarker Sadman Saalim +3Legal Document AnalysisLegal QA

  10. 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

  11. LexIssue: Benchmarking Legal Issue Identification in Chinese Civil Litigation

    Sep 2, 2026Huiyuan Xie, Yuqin Huang, Zhicheng Hao +4Legal Document AnalysisLegal Reasoning

  12. Schematize: An Agentic System for Generating and Refining Information-Extraction Schemas for Legal Research

    Sep 1, 2026Albert Sawczyn, Jakub Binkowski, Kamil Tagowski +3Document Information ExtractionLegal Document Analysis

  13. ContractScrub: A benchmark for final review of legal contracts

    Aug 20, 2026Yejin Bang, Kirsty Fielding, Brandan Oliver +3Legal Document AnalysisLegal NLP

  14. SoK: From Generation to Consumption of Privacy Documents in Software Systems

    Aug 12, 2026Shidong Pan, Clark LaChance, Zhen Tao +1Document Information ExtractionLegal Document Analysis

  15. ANNOTARES: A Dataset for Extracting Logical Structures from German Statutory Texts

    Aug 4, 2026Ronja Schwarz, Jannik StrötgenLegal NLPLegal Document Analysis

  16. Annotating Topical Legal Insights from Case Proceedings

    Jul 30, 2026Subinay Adhikary, Dwaipayan Roy, Debasis Ganguly +2Legal NLPHuman-in-the-Loop Annotation

  17. Stop Removing Stopwords: How an Inherited Preprocessing Default Distorts Legal Text-as-Data

    Jul 21, 2026Gregory M. DickinsonLegal NLPText Classification

  18. Enabling Multilingual Privacy Policy Audits: Large-Scale Analysis of Spanish Mobile Apps

    Jul 20, 2026Marcos Moran, David Rodriguez, Luka Nenadic +2Privacy AuditingMultilingual Language Model Evaluation

  19. BLAD: A Historically Contextualized, Multilingual Dataset of Bangladeshi Legal Acts (1799 to 2025)

    Jul 19, 2026Adib SakhawatLegal NLPLegal Document Analysis

  20. A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs

    Jul 19, 2026Madhav Aryal, Sudipa Saha, Sunil Manandhar +2Privacy AuditingLLM Evaluation

  21. PRecG: Legal Precedent Retrieval with Graph Neural Networks and Rhetorical Role Segmentation

    Jul 10, 2026Devanshu Verma, Vasudha Bhatnagar, Vikas Kumar +1Graph Neural NetworksLegal IR

  22. PolicyGuard: From Organizational Policies to Neuro-SymbolicCompliance Review Engines

    Jun 30, 2026Sameer Malik, Ayush Singh, Amar Prakash AzadLegal Document AnalysisNeuro-Symbolic Reasoning

  23. LLM-Guided Planning for Multi-hop Reasoning over Multimodal Nuclear Regulatory Documents

    Jun 28, 2026Mingyu Jeon, Bokyeong Kim, Suwan Cho +2Retrieval-Augmented GenerationLegal Document Analysis

  24. Freeing the Law with LOCUS: A Local Ordinance Corpus for the United States

    Jun 17, 2026Denis Peskoff, Joe Barrow, Christopher Vu +1Legal IRLegal Document Analysis