LexGenie: Automated Generation of Structured Reports for European Court of Human Rights Case Law
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Abstract (arXiv)
Analyzing large volumes of case law to uncover evolving legal principles, across multiple cases, on a given topic is a demanding task for legal professionals. Structured topical reports provide an effective solution by summarizing key issues, principles, and judgments, enabling comprehensive legal analysis on a particular topic. While prior works have advanced query-based individual case summarization, none have extended to automatically generating multi-case structured reports. To address this, we introduce LexGenie, an automated LLM-based pipeline designed to create structured reports using the entire body of case law on user-specified topics within the European Court of Human Rights jurisdiction. LexGenie retrieves, clusters, and organizes relevant passages by topic to generate a structured outline and cohesive content for each section. Expert evaluation confirms LexGenie's utility in producing structured reports that enhance efficient, scalable legal analysis.
Key facts. Cited by 2 papers in the map (data through 14 Oct 2026). Builds on 13 of its 24 references that are in the map. First posted on arXiv 5 Mar 2025.
Builds on
13 of 24 references.
References · 13
- 2023Lost in the Middle: How Language Models Use Long Contextscited by 3,455
- 2023G-Eval: NLG Evaluation using GPT-4 with Better Human Alignmentcited by 2,276
- 2022BERTopic: Neural topic modeling with a class-based TF-IDF procedurecited by 801
- 2023BooookScore: A systematic exploration of book-length summarization in the era of LLMscited by 137
- 2023Batch Prompting: Efficient Inference with Large Language Model APIscited by 85
- 2023How Ready are Pre-trained Abstractive Models and LLMs for Legal Case Judgement Summarization?cited by 43
- 2024ChronosLex: Time-aware Incremental Training for Temporal Generalization of Legal Classification Taskscited by 11
- 2024LexAbSumm: Aspect-based Summarization of Legal Decisionscited by 9
- 2024Beyond Borders: Investigating Cross-Jurisdiction Transfer in Legal Case Summarizationcited by 8
- 2024LexSumm and LexT5: Benchmarking and Modeling Legal Summarization Tasks in Englishcited by 8
- 2025LeCoPCR: Legal Concept-guided Prior Case Retrieval for European Court of Human Rights casescited by 5
- 2025CoPERLex: Content Planning with Event-based Representations for Legal Case Summarizationcited by 4
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Citing papers per year: 2025: 1; 2026: 1.
2 papers.