mlsanityData to 7 Oct 2026

JNLP Team: Deep Learning for Legal Processing in COLIEE 2020

arXiv 2011.08071 ↗First posted 4 Nov 2020cs.CL cs.IR cs.LGcited by 14

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Abstract (arXiv)

We propose deep learning based methods for automatic systems of legal retrieval and legal question-answering in COLIEE 2020. These systems are all characterized by being pre-trained on large amounts of data before being finetuned for the specified tasks. This approach helps to overcome the data scarcity and achieve good performance, thus can be useful for tackling related problems in information retrieval, and decision support in the legal domain. Besides, the approach can be explored to deal with other domain specific problems.

Key facts. Cited by 14 papers in the map (data through 7 Oct 2026). First posted on arXiv 4 Nov 2020.

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Citing papers per year: 2021: 4; 2022: 5; 2023: 2; 2024: 2; 2025: 0; 2026: 1.

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  1. 2021A Statutory Article Retrieval Dataset in Frenchcited by 40
  2. 2022Attentive Deep Neural Networks for Legal Document Retrievalcited by 13
  3. 2023How well do SOTA legal reasoning models support abductive reasoning?cited by 13
  4. 2021JNLP Team: Deep Learning Approaches for Legal Processing Tasks in COLIEE 2021cited by 8
  5. 2022Billions of Parameters Are Worth More Than In-domain Training Data: A case study in the Legal Case Entailment Taskcited by 8
  6. 2023Black-Box Analysis: GPTs Across Time in Legal Textual Entailment Taskcited by 6
  7. 2021ParaLaw Nets -- Cross-lingual Sentence-level Pretraining for Legal Text Processingcited by 5
  8. 2024CAPTAIN at COLIEE 2023: Efficient Methods for Legal Information Retrieval and Entailment Taskscited by 4
  9. 2022Transformer-based Approaches for Legal Text Processingcited by 3
  10. 2024Employing Label Models on ChatGPT Answers Improves Legal Text Entailment Performancecited by 2
  11. 2021Towards Automatic Comparison of Data Privacy Documents: A Preliminary Experiment on GDPR-like Lawscited by 0
  12. 2022To Tune or Not To Tune? Zero-shot Models for Legal Case Entailmentcited by 0
2 more
  1. 2022Miko Team: Deep Learning Approach for Legal Question Answering in ALQAC 2022cited by 0
  2. 2026Self-Verification is All You Need To Pass The Japanese Bar Examinationcited by 0