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CAIL2019-SCM: A Dataset of Similar Case Matching in Legal Domain

arXiv 1911.08962 ↗First posted 20 Nov 2019cs.CLcited by 30

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Abstract (arXiv)

In this paper, we introduce CAIL2019-SCM, Chinese AI and Law 2019 Similar Case Matching dataset. CAIL2019-SCM contains 8,964 triplets of cases published by the Supreme People's Court of China. CAIL2019-SCM focuses on detecting similar cases, and the participants are required to check which two cases are more similar in the triplets. There are 711 teams who participated in this year's competition, and the best team has reached a score of 71.88. We have also implemented several baselines to help researchers better understand this task. The dataset and more details can be found from https://github.com/china-ai-law-challenge/CAIL2019/tree/master/scm.

Key facts. Cited by 30 papers in the map (data through 7 Oct 2026). First posted on arXiv 20 Nov 2019.

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Citing papers per year: 2021: 5; 2022: 2; 2023: 9; 2024: 6; 2025: 8.

30 papers.

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  1. 2021RoFormer: Enhanced Transformer with Rotary Position Embeddingcited by 4,581
  2. 2021A Statutory Article Retrieval Dataset in Frenchcited by 40
  3. 2025KaLM-Embedding-V2: Superior Training Techniques and Data Inspire A Versatile Embedding Modelcited by 35
  4. 2023A Comprehensive Evaluation of Large Language Models on Legal Judgment Predictioncited by 27
  5. 2025IFIR: A Comprehensive Benchmark for Evaluating Instruction-Following in Expert-Domain Information Retrievalcited by 16
  6. 2021Equality before the Law: Legal Judgment Consistency Analysis for Fairnesscited by 11
  7. 2022HLDC: Hindi Legal Documents Corpuscited by 11
  8. 2024LawInstruct: A Resource for Studying Language Model Adaptation to the Legal Domaincited by 10
  9. 2023LAiW: A Chinese Legal Large Language Models Benchmarkcited by 9
  10. 2023MUSER: A Multi-View Similar Case Retrieval Datasetcited by 8
  11. 2023An Intent Taxonomy of Legal Case Retrievalcited by 6
  12. 2024Optimizing Numerical Estimation and Operational Efficiency in the Legal Domain through Large Language Modelscited by 5
18 more
  1. 2024Bilingual BSARD: Extending Statutory Article Retrieval to Dutchcited by 5
  2. 2025LeCoPCR: Legal Concept-guided Prior Case Retrieval for European Court of Human Rights casescited by 5
  3. 2025IL-PCSR: Legal Corpus for Prior Case and Statute Retrievalcited by 5
  4. 2023LEEC: A Legal Element Extraction Dataset with an Extensive Domain-Specific Label Systemcited by 4
  5. 2025VLQA: The First Comprehensive, Large, and High-Quality Vietnamese Dataset for Legal Question Answeringcited by 4
  6. 2021Indian Legal NLP Benchmarks : A Surveycited by 3
  7. 2024From Graph to Word Bag: Introducing Domain Knowledge to Confusing Charge Predictioncited by 3
  8. 2025On The Role of Pretrained Language Models in General-Purpose Text Embeddings: A Surveycited by 3
  9. 2025Computational Law: Datasets, Benchmarks, and Ontologiescited by 2
  10. 2022Legal Element-oriented Modeling with Multi-view Contrastive Learning for Legal Case Retrievalcited by 1
  11. 2023Towards Robust Text Retrieval with Progressive Learningcited by 1
  12. 2021VerbCL: A Dataset of Verbatim Quotes for Highlight Extraction in Case Lawcited by 0
  13. 2023Mining Healthcare Procurement Data Using Text Mining and Natural Language Processing -- Reflection From An Industrial Projectcited by 0
  14. 2023An interpretability framework for Similar case matchingcited by 0
  15. 2023The Ethics of Automating Legal Actorscited by 0
  16. 2024ECtHR-PCR: A Dataset for Precedent Understanding and Prior Case Retrieval in the European Court of Human Rightscited by 0
  17. 2024Overview of the CAIL 2023 Argument Mining Trackcited by 0
  18. 2025LLMs for LLMs: A Structured Prompting Methodology for Long Legal Documentscited by 0