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We present our method for tackling the legal case retrieval task of the Competition on Legal Information Extraction/Entailment 2019. Our approach is based on the idea that summarization is important for retrieval. On one hand, we adopt a…

Computation and Language · Computer Science 2020-09-30 Vu Tran , Minh Le Nguyen , Ken Satoh

The Competition on Legal Information Extraction/Entailment (COLIEE) is held annually to encourage advancements in the automatic processing of legal texts. Processing legal documents is challenging due to the intricate structure and meaning…

Computation and Language · Computer Science 2024-01-09 Chau Nguyen , Phuong Nguyen , Thanh Tran , Dat Nguyen , An Trieu , Tin Pham , Anh Dang , Le-Minh Nguyen

Statutory law retrieval is a typical problem in legal language processing, that has various practical applications in law engineering. Modern deep learning-based retrieval methods have achieved significant results for this problem. However,…

Computation and Language · Computer Science 2024-10-17 Hai-Long Nguyen , Tan-Minh Nguyen , Duc-Minh Nguyen , Thi-Hai-Yen Vuong , Ha-Thanh Nguyen , Xuan-Hieu Phan

Legal professionals worldwide are currently trying to get up-to-pace with the explosive growth in legal document availability through digital means. This drives a need for high efficiency Legal Information Retrieval (IR) and Question…

Information Retrieval · Computer Science 2017-06-13 Danilo S. Carvalho , Duc-Vu Tran , Van-Khanh Tran , Le-Nguyen Minh

COLIEE is an annual competition in automatic computerized legal text processing. Automatic legal document processing is an ambitious goal, and the structure and semantics of the law are often far more complex than everyday language. In this…

Computation and Language · Computer Science 2021-09-09 Ha-Thanh Nguyen , Phuong Minh Nguyen , Thi-Hai-Yen Vuong , Quan Minh Bui , Chau Minh Nguyen , Binh Tran Dang , Vu Tran , Minh Le Nguyen , Ken Satoh

Legal case retrieval techniques play an essential role in modern intelligent legal systems. As an annually well-known international competition, COLIEE is aiming to achieve the state-of-the-art retrieval model for legal texts. This paper…

Information Retrieval · Computer Science 2023-05-12 Haitao Li , Weihang Su , Changyue Wang , Yueyue Wu , Qingyao Ai , Yiqun Liu

Legal retrieval techniques play an important role in preserving the fairness and equality of the judicial system. As an annually well-known international competition, COLIEE aims to advance the development of state-of-the-art retrieval…

Information Retrieval · Computer Science 2024-04-02 Haitao Li , You Chen , Zhekai Ge , Qingyao Ai , Yiqun Liu , Quan Zhou , Shuai Huo

In this paper, we present our methodologies for tackling the challenges of legal case retrieval and entailment in the Competition on Legal Information Extraction / Entailment 2020 (COLIEE-2020). We participated in the two case law tasks,…

Information Retrieval · Computer Science 2020-12-25 Yunqiu Shao , Bulou Liu , Jiaxin Mao , Yiqun Liu , Min Zhang , Shaoping Ma

This paper describes the approach of the THUIR team at the COLIEE 2023 Legal Case Entailment task. This task requires the participant to identify a specific paragraph from a given supporting case that entails the decision for the query…

Computation and Language · Computer Science 2023-05-12 Haitao Li , Changyue Wang , Weihang Su , Yueyue Wu , Qingyao Ai , Yiqun Liu

We discuss our experiments for COLIEE Task 1, a court case retrieval competition using cases from the Federal Court of Canada. During experiments on the training data we observe that passage level retrieval with rank fusion outperforms…

Information Retrieval · Computer Science 2023-04-18 Tobias Fink , Gabor Recski , Wojciech Kusa , Allan Hanbury

This paper describes our submission to the Competition on Legal Information Extraction/Entailment 2022 (COLIEE-2022) workshop on case law competition for tasks 1 and 2. Task 1 is a legal case retrieval task, which involves reading a new…

Computation and Language · Computer Science 2022-04-19 Shubham Kumar Nigam , Navansh Goel

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…

Interacting with the legal system and the government requires the assembly and analysis of various pieces of information that can be spread across different (paper) documents, such as forms, certificates and contracts (e.g. leases). This…

Computation and Language · Computer Science 2024-12-23 Hannes Westermann , Jaromir Savelka

Legal case retrieval plays a pivotal role in the legal domain by facilitating the efficient identification of relevant cases, supporting legal professionals and researchers to propose legal arguments and make informed decision-making. To…

Information Retrieval · Computer Science 2025-05-28 Yanran Tang , Ruihong Qiu , Zi Huang

This paper summarizes our approaches submitted to the case law retrieval task in the Competition on Legal Information Extraction/Entailment (COLIEE) 2022. Our methodology consists of four steps; in detail, given a legal case as a query, we…

Information Retrieval · Computer Science 2022-05-27 Arian Askari , Georgios Peikos , Gabriella Pasi , Suzan Verberne

In this paper, we present our approaches for the case law retrieval and the legal case entailment task in the Competition on Legal Information Extraction/Entailment (COLIEE) 2021. As first stage retrieval methods combined with neural…

Information Retrieval · Computer Science 2021-08-10 Sophia Althammer , Arian Askari , Suzan Verberne , Allan Hanbury

Natural Language Processing (NLP) and Information Retrieval (IR) in the judicial domain is an essential task. With the advent of availability domain-specific data in electronic form and aid of different Artificial intelligence (AI)…

Computation and Language · Computer Science 2021-07-07 Baban Gain , Dibyanayan Bandyopadhyay , Tanik Saikh , Asif Ekbal

This paper presents the NOWJ team's approach to the COLIEE 2023 Competition, which focuses on advancing legal information processing techniques and applying them to real-world legal scenarios. Our team tackles the four tasks in the…

Computation and Language · Computer Science 2023-06-09 Thi-Hai-Yen Vuong , Hai-Long Nguyen , Tan-Minh Nguyen , Hoang-Trung Nguyen , Thai-Binh Nguyen , Ha-Thanh Nguyen

Getting an overview over the legal domain has become challenging, especially in a broad, international context. Legal question answering systems have the potential to alleviate this task by automatically retrieving relevant legal texts for…

Information Retrieval · Computer Science 2019-06-03 Sabine Wehnert , Sayed Anisul Hoque , Wolfram Fenske , Gunter Saake

Legal passage retrieval is an important task that assists legal practitioners in the time-intensive process of finding relevant precedents to support legal arguments. This study investigates the task of retrieving legal passages or…

Computation and Language · Computer Science 2025-06-17 Larissa Mori , Carlos Sousa de Oliveira , Yuehwern Yih , Mario Ventresca
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