mlsanityData to 14 Oct 2026

Overview of CAIL2018: Legal Judgment Prediction Competition

arXiv 1810.05851 ↗First posted 13 Oct 2018cs.AIcited by 13

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Abstract (arXiv)

In this paper, we give an overview of the Legal Judgment Prediction (LJP) competition at Chinese AI and Law challenge (CAIL2018). This competition focuses on LJP which aims to predict the judgment results according to the given facts. Specifically, in CAIL2018 , we proposed three subtasks of LJP for the contestants, i.e., predicting relevant law articles, charges and prison terms given the fact descriptions. CAIL2018 has attracted several hundreds participants (601 teams, 1, 144 contestants from 269 organizations). In this paper, we provide a detailed overview of the task definition, related works, outstanding methods and competition results in CAIL2018.

Key facts. Cited by 13 papers in the map (data through 14 Oct 2026). First posted on arXiv 13 Oct 2018.

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Citing papers per year: 2022: 1; 2023: 1; 2024: 6; 2025: 2; 2026: 3.

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  1. 2022A Survey on Legal Judgment Prediction: Datasets, Metrics, Models and Challengescited by 50
  2. 2023Legal Syllogism Prompting: Teaching Large Language Models for Legal Judgment Predictioncited by 38
  3. 2024Beyond Instruction Following: Evaluating Inferential Rule Following of Large Language Modelscited by 23
  4. 2024STARD: A Chinese Statute Retrieval Dataset with Real Queries Issued by Non-professionalscited by 10
  5. 2025Debate-Feedback: A Multi-Agent Framework for Efficient Legal Judgment Predictioncited by 9
  6. 2024Bilingual BSARD: Extending Statutory Article Retrieval to Dutchcited by 5
  7. 2025RAG+: Enhancing Retrieval-Augmented Generation with Application-Aware Reasoningcited by 3
  8. 2024Athena: Retrieval-augmented Legal Judgment Prediction with Large Language Modelscited by 2
  9. 2026The Cases LJP Never Sees: Prosecution Decision Prediction for More Complete Criminal Liability Assessmentcited by 1
  10. 2026LegalWorld: A Life-Cycle Interactive Environment for Legal Agentscited by 1
  11. 2024An Empirical Investigation of Domain Adaptation Ability for Chinese Spelling Check Modelscited by 0
  12. 2024Overview of the CAIL 2023 Argument Mining Trackcited by 0
1 more
  1. 2026JusticeAxis: Benchmarking Legal Judgment between Rigid Rule Application and Ungrounded Discretioncited by 0