Legal Textual Entailment Using Ensemble of Rule-Based and BERT-Based Method with Data Augmentation by Related Article Generation-Reference-Cited by-同舟云学术

Legal Textual Entailment Using Ensemble of Rule-Based and BERT-Based Method with Data Augmentation by Related Article Generation

Published:2023 Issue: Volume: Page:138-153
ISSN:0302-9743
Container-title:New Frontiers in Artificial Intelligence
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Author:

Fujita Masaki,Onaga Takaaki,Ueyama Ayaka,Kano Yoshinobu

Publisher

Springer Nature Switzerland

Link

https://link.springer.com/content/pdf/10.1007/978-3-031-29168-5_10

Reference11 articles.

1. Rabelo, J., Goebel, R., Kim, M.-Y., Kano, Y., Yoshioka, M., Satoh, K.: Summary of the competition on legal information extraction/entailment (COLIEE) 2021. In: Proceedings of the Eighth International Competition on Legal Information Extraction/Entailment (COLIEE 2021), pp.1–7 (2021)

2. Fujita, M., Kiyota, N., Kano, Y.: Predicate’s argument resolver and entity abstraction for legal question answering: KIS teams at COLIEE 2021 shared task. In: Proceedings of the Eighth International Competition on Legal Information Extraction/Entailment (COLIEE 2021), pp. 15–24 (2021)

3. Yoshioka, M., Aoki, Y., Suzuki, Y.: BERT-based ensemble methods with data augmentation for legal textual entailment in COLIEE statute law task. In: ICAIL 2021 Proceedings of the Eighteenth International Conference on Artificial Intelligence and Law, pp.278–284 (2021)

4. Nguyen, H.-T., et al.: ParaLaw nets - cross-lingual sentence-level pretraining for legal text processing. In: Proceedings of the Eighth International Competition on Legal Information Extraction/Entailment (COLIEE 2021) , pp.54–59 (2021)

5. Kim, M.-Y., Rabelo, J., Goebel, R.: BM25 and transformer-based legal information extraction and entailment. In: Proceedings of the Eighth International Competition on Legal Information Extraction/Entailment (COLIEE 2021) , pp.25–30 (2021)

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3. Enhancing Legal Text Entailment with Prompt-Based ChatGPT: An Empirical Study;Lecture Notes in Computer Science;2024

4. The Impact of Large Language Modeling on Natural Language Processing in Legal Texts: A Comprehensive Survey;2023 15th International Conference on Knowledge and Systems Engineering (KSE);2023-10-18

5. COLIEE 2022 Summary: Methods for Legal Document Retrieval and Entailment;New Frontiers in Artificial Intelligence;2023