Legal Document Analysis

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

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

    Capstone Practice Systems, Harvard, Massachusetts · Maastricht Law and Tech Lab, Maastricht University, Maastricht, Netherlands

  2. ARCCS: An Automated Regulatory Compliance Checking System

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

    Instituto de Telecomunicações · AILS Lab; ECE, National Technical University of Athens · Instituto de Telecomunicações/IST, Universidade de Lisboa +1

  3. 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

    University of Massachusetts Amherst · Bloomberg

  4. 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

    School of Applied Mathematics, Fundac¸˜ao Getulio Vargas (FGV)

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

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

    Johns Hopkins University · University of Maryland School of Law

  6. 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

    North South University, Dhaka, Bangladesh

  7. When Can a Machine Trust a Statute? A Survival Certificate for Machine-Extracted Legal Logic

    Sep 1, 2026Surya SakaAlgorithmic AuditingLegal Document Analysis

    JudicialMind

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

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

    New York University, USA · University of Maine, USA · Technical University of Munich, Germany

  9. Who Gets Heeded? An Obligation-Level Audit of Responsiveness in EPA Rulemaking

    Aug 11, 2026Jianing Fan, Yue YaoAlgorithmic AuditingLegal Document Analysis

    Columbia University New York, NY, USA

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

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

    Karlsruhe University of Applied Sciences Moltkestr. 30, 76133 Karlsruhe, Germany

  11. Annotating Topical Legal Insights from Case Proceedings

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

    Indian Institute of Science Education and Research Kolkata, India · University of Glasgow, United Kingdom · West Bengal National University of Juridical Sciences, India

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

    Jul 21, 2026Gregory M. DickinsonLegal NLPText Classification

    The University of Nebraska College of Law, Lincoln, Nebraska, United States

  13. 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

    1, 2, 5Universidad Politécnica de Madrid · 2, 5Information Processing and Telecommunications Center · 3ETH Zurich +1

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

    Jul 19, 2026Adib SakhawatLegal NLPLegal Document Analysis

    Systems and Software Lab (SSL) · Department of Computer Science and Engineering · Department of Computer Science and Engineering Islamic University of Technology, Dhaka, Bangladesh

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

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

    University of South Florida · IBM T.J. Watson Research Center

  16. DECODEM: Data Extraction from Corporate Organizational Documents via Enhanced Methods

    Jul 17, 2026Jens FrankenreiterDocument Information ExtractionLegal Document Analysis

    Washington University in St. Louis School of Law

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

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

    aUniversity of Delhi, Delhi, India · bIBM Research, Bengaluru, India

  18. Inject or Navigate? Token-Efficient Retrieval for LLM Analysis of Transactional Legal Documents

    Jul 7, 2026Mahmoud Hany, Mourad ElSheraey, Mahmoud Said +1LLM Inference EfficiencyLegal IR

    Syntheia Pty Ltd

  19. From Regulation to Requirements: An Automated Requirement Derivation and Explanation Pipeline

    Jul 5, 2026Pavithra PM Nair, Preethu Rose AnishRequirements EngineeringLegal Document Analysis

    Tata Consultancy Services

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

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

    1Fujitsu Research India Private Limited, Bengaluru, India

  21. 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

    1MODULABS, Seoul, Republic of Korea · 2Korea Atomic Energy Research Institute, Daejeon, Republic of Korea · University of Science & Technology, Daejeon, Republic of Korea

  22. 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

    1UC Berkeley · School of Information · 3Independent

  23. LAUKIN: A Multi-jurisdictional Common Law Contract Dataset

    Jun 11, 2026Amrita Singh, Aditya Joshi, Jiaojiao Jiang +2Legal NLPPairwise Comparison

    Computer Science and Engineering, UNSW, Sydney, Australia · Law and Justice, UNSW, Sydney, Australia

  24. From Statute to Control Flow: Span-Grounded Deontic Trees for Defeasible Scope Parsing

    Jun 8, 2026Jian Chen, Siyuan Li, Chucheng Wan +1Logical ReasoningLegal NLP

    The Hong Kong University of Science and Technology (Guangzhou) Guangzhou, China · Sun Yat-Sen University Guangzhou, China

  25. HKJudge: A Legal Discourse-Annotated Corpus for Interpreting What Courts Find, How They Reason, and What They Rule

    Jun 4, 2026Xi Xuan, Wenxin Zhang, Yufei Zhou +2Legal NLPDocument Information Extraction

    City University of Hong Kong · University of Chinese Academy of Sciences

  26. EURO-5K: When Does Domain Pretraining Matter? Benchmarking Transformers for EU Reporting Obligation Extraction

    Jun 2, 2026Marios Koniaris, Vasileios Kotronis, Eugenia Giannini +1Language Model PretrainingLegal NLP

    Division of Computer Science, School of Electrical and Computer Engineering, National Technical University of Athens, Iroon Polytechniou 9, Zographou Campus, 15780, Athens, Greece. · Department of Humanities Social Sciences and Law, School of Applied Mathematical and Physical Sciences, National Technical University of Athens, Iroon Polytechniou 9, Zographou Campus, 15780, Athens, Greece.

  27. Digging Up Citations: FOSSIL, a Dataset and Workflow for Reference Extraction in Law and the Humanities

    May 31, 2026Luca Foppiano, Christian BoulangerDocument Information ExtractionLegal Document Analysis

    ScienciaLAB, Portugal · Max Planck Institute for Legal History and Legal Theory, Germany

  28. Bundesrecht: An Open Library and Corpus for German Statutory Reference Processing

    May 29, 2026Harshil Darji, Martin Heckelmann, Christina Kratsch +1Legal NLPLegal Document Analysis

    Hochschule für Technik und Wirtschaft Berlin, Germany · Hasso-Plattner Institute / University of Potsdam, Germany

  29. Traceable by Design: An LLM Pipeline and Dashboard for EU Regulatory Consultation Analysis

    May 29, 2026Thales Bertaglia, Haoyang Gui, Catalina Goanta +1LLM-Assisted AnnotationDocument Information Extraction

    Utrecht University, The Netherlands · Maastricht University, The Netherlands

  30. Enhancing BiGRU with a KAN Block for Legal Document Classification and Summarization

    May 27, 2026Ahmed Faizul Haque Dhrubo, Souvik Pramanik, Most. Aysha Siddika Sumona +4Recurrent Neural NetworksText Summarization

    Dept. of ECE North South University, Dhaka, Bangladesh

  31. LegalGraphRAG: Multi-Agent Graph Retrieval-Augmented Generation for Reliable Legal Reasoning

    May 27, 2026Zerui Chen, Qinggang Zhang, Zhishang Xiang +5Multi-Agent LLM SystemsGraph Retrieval-Augmented Generation

    School of Informatics, Xiamen University · The Hong Kong Polytechnic University · Institute of Artificial Intelligence, Xiamen University

  32. From Norms to Indicators (N2I-RAG): An Agentic Retrieval-Augmented Generation Framework for Legal Indicator Computation

    May 26, 2026Youssef Al Mouatamid, Marie Bonnin, Jihad ZahirLegal Document AnalysisAgentic RAG

    LISI Laboratory, Cadi Ayyad University, Marrakesh, 40000, Morocco. · LEMAR, Univ Brest, Plouzane, F-29280, France. · IRD, Univ Brest, CNRS, Ifremer, LEMAR, Plouzane, F-29280, France. +1

  33. Retrieval-Augmented Detection of Potentially Abusive Clauses in Chilean Terms of Service

    May 25, 2026Christoffer Loeffler, Tomás Rey Pizarro, Daniel Ignacio Miranda Vásquez +1Retrieval-Augmented GenerationLegal NLP

    School of Computer Engineering, Pontificia Universidad Católica de Valparaíso, Brasil 2950, Valparaíso, 2340025, Chile. · Faculty of Law, Universidad Adolfo Ibáñez, Av. Padre Hurtado 750,2026 Viña del Mar, 2581793, Chile.

  34. Generating Legal Commentaries from Case Databases via Retrieval, Clustering, and Generation

    May 23, 2026Max Prior, Niklas Wais, Matthias GrabmairLegal Document AnalysisLegal Reasoning

    Technical University of Munich, Boltzmannstraße 3, 85748 Garching near Munich

  35. IMLJD: A Computational Dataset for Indian Matrimonial Litigation Analysis

    May 19, 2026Joy BoseLegal Document Analysis

    Independent Researcher, Bengaluru, India

  36. Validate Your Authority: Benchmarking LLMs on Multi-Label Precedent Treatment Classification

    May 17, 2026M. Mikail Demir, M. Abdullah CanbazLegal NLPLLM Evaluation

    Department of Information Science and Technology · College of Emergency Preparedness, Homeland Security, and Cybersecurity · University at Albany, SUNY

  37. Retrieval-Based Multi-Label Legal Annotation: Extensible, Data-Efficient and Hallucination-Free

    May 16, 2026Li Zhang, Jaromir Savelka, Kevin AshleyLegal NLPMulti-Label Classification

    University of Pittsburgh, Pittsburgh, PA, USA · Carnegie Mellon University, Pittsburgh, PA, USA

  38. To Redact, or not to Redact? A Local LLM Approach to Deliberative Process Privilege Classification

    May 11, 2026Maik Larooij, David GrausLegal Document Analysis

    University of Amsterdam Amsterdam, The Netherlands

  39. Unintended Negative Impacts of Promotional Language in Patent Evaluation

    May 6, 2026Bingkun Zhao, Chenwei Zhang, Hao PengLegal Document Analysis

    Department of Data Science, City University of Hong Kong, Hong Kong SAR, China · Faculty of Education, The University of Hong Kong, Hong Kong SAR, China · Northwestern Institute on Complex Systems, Northwestern University, Evanston, IL, USA

  40. PatRe: A Full-Stage Office Action and Rebuttal Generation Benchmark for Patent Examination

    May 5, 2026Qiyao Wang, Xinyi Chen, Longze Chen +4LLM EvaluationLegal Document Analysis

    Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences · University of Chinese Academy of Sciences · Dalian University of Technology +2

  41. Accurate Legal Reasoning at Scale: Neuro-Symbolic Offloading and Structural Auditability for Robust Legal Adjudication

    May 4, 2026Stanisław Sójka, Witold KowalczykExplainable Artificial IntelligenceLegal Document Analysis

    Delos AI Inc.

  42. Structural Dilemmas and Developmental Pathways of Legal Argument Mining in the Era of Artificial Intelligence

    May 4, 2026Xianglei Liao, Chuanyi Li, Kun ChenLegal Document AnalysisComputational Argumentation

    Law School, Nanjing University, Nanjing 210093, China · Software Institute, Nanjing University, Nanjing 210093, China

  43. Enhancing Judgment Document Generation via Agentic Legal Information Collection and Rubric-Guided Optimization

    May 3, 2026Weihang Su, Xuanyi Chen, Yueyue Wu +2Legal Document AnalysisAgentic RAG

    Tsinghua University · Beijing, China · Quan Cheng Laboratory +1

  44. Towards Lawful Autonomous Driving: Deriving Scenario-Aware Driving Requirements from Traffic Laws and Regulations

    Apr 27, 2026Bowen Jian, Rongjie Yu, Hong Wang +2Autonomous DrivingLegal Document Analysis

    College of Transportation, Tongji University, Shanghai, 201804, China · The Key Laboratory of Road and Traffic Engineering, Ministry of Education, Shanghai, 201804, China · School of Vehicle and Mobility, Tsinghua University, Beijing, 100084, China +2

  45. ComplianceNLP: Knowledge-Graph-Augmented RAG for Multi-Framework Regulatory Gap Detection

    Apr 26, 2026Dongxin Guo, Jikun Wu, Siu Ming YiuFinancial ServicesGraph Retrieval-Augmented Generation

    The University of Hong Kong · Stellaris AI Limited

  46. ReLeVAnT: Relevance Lexical Vectors for Accurate Legal Text Classification

    Apr 24, 2026Ishaan Gakhar, Harsh NandwaniText ClassificationLegal Document Analysis

    Perssonify · Levi & Korsinsky

  47. RoLegalGEC: Legal Domain Grammatical Error Detection and Correction Dataset for Romanian

    Apr 21, 2026Mircea Timpuriu, Mihaela-Claudia Cercel, Dumitru-Clementin CercelLegal NLPGrammatical Error Correction

    National University of Science and Technology POLITEHNICA Bucharest, Bucharest, Romania · Paris 1 Panthéon-Sorbonne University, Paris, France · University of Bucharest, Bucharest, Romania

  48. Formally Verified Patent Analysis via Dependent Type Theory: Machine-Checkable Certificates from a Hybrid AI + Lean 4 Pipeline

    Apr 20, 2026George KoomullilFormal VerificationLegal Document Analysis

    Ascendr, Inc.

  49. Towards Intelligent Legal Document Analysis: CNN-Driven Classification of Case Law Texts

    Apr 20, 2026Moinul Hossain, Sourav Rabi Das, Zikrul Shariar Ayon +4Text ClassificationLegal Document Analysis

    Department of Computer Science and Engineering, American International University–Bangladesh, Dhaka 1229, Bangladesh · Department of Computer Science and Engineering, Prime University, Dhaka, Bangladesh · Department of Mechanical Engineering, Shajalal University of Science and Technology, Sylhet, Bangladesh +2

  50. From Legal Text to Executable Decision Models: Evaluating Structured Representations for Legal Decision Model Generation

    Apr 18, 2026David GrausLLM EvaluationLegal Document Analysis

    University of Amsterdam · Amsterdam, The Netherlands

  51. From Benchmarking to Reasoning: A Dual-Aspect, Large-Scale Evaluation of LLMs on Vietnamese Legal Text

    Apr 17, 2026Van-Truong LeLLM EvaluationLegal Document Analysis

    University of Science, VNUHCM Vietnam National University Hanoi Open University Ho Chi Minh, Vietnam · Vietnam National University · Hanoi Open University

  52. Agentic Graph Retrieval-Augmented Generation for Auditable Commercial Registry Analysis

    Apr 15, 2026Arthur Capozzi, Dirk HelbingKG ConstructionEntity Resolution

    Computational Social Science, ETH Zurich, Zurich, Switzerland · Complexity Science Hub, Vienna, Austria

  53. REGREACT: Self-Correcting Multi-Agent Pipelines for Structured Regulatory Information Extraction

    Apr 13, 2026Mohammed Ali, Abdelrahman Abdallah, Adam JatowtLLM Self-CorrectionDocument Information Extraction

    University of Innsbruck, Austria

  54. Where Experts Disagree, Models Fail: Detecting Implicit Legal Citations in French Court Decisions

    Mar 24, 2026Avrile Floro, Tamara Dhorasoo, Soline Pellez +1Annotator DisagreementLegal Citation Verification

    UPHF · Télécom Paris, Institut Polytechnique de Paris · Université Polytechnique Hauts-de-France

  55. Overcoming Language Barriers: Multilingual Analysis of the 2023 Swiss Privacy Law's Impact

    Oct 7, 2025Luka Nenadic, David Rodriguez, Joseph A. CalandrinoLegal Document Analysis

    ETH Zurich Zurich, Switzerland · Information Processing and Telecommunications Center Universidad Politécnica de Madrid ETSI Telecomunicación, Spain · Carnegie Mellon University Pittsburgh, Pennsylvania, USA

  56. A Short Survey of Viewing Large Language Models in Legal Aspect

    Date pendingZhongxiang SunLegal Judgment PredictionLegal Document Analysis

    Gaoling School of Artificial Intelligence, Renmin University of China, Beijing 100872, China