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Related papers: An Intent Taxonomy of Legal Case Retrieval

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Given a specific query case, legal case retrieval systems aim to retrieve a set of case documents relevant to the case at hand. Previous studies on user behavior analysis have shown that information retrieval (IR) systems can significantly…

Information Retrieval · Computer Science 2023-10-10 Beining Wang , Ruizhe Zhang , Yueyue Wu , Qingyao Ai , Min Zhang , Yiqun Liu

Understanding and classifying query intents can improve retrieval effectiveness by helping align search results with the motivations behind user queries. However, existing intent taxonomies are typically derived from system log data and…

Information Retrieval · Computer Science 2026-01-21 Melanie A. Kilian , David Elsweiler

A law practitioner has to go through a lot of long legal case proceedings. To understand the motivation behind the actions of different parties/individuals in a legal case, it is essential that the parts of the document that express an…

Computation and Language · Computer Science 2022-05-10 Ankan Mullick , Abhilash Nandy , Manav Nitin Kapadnis , Sohan Patnaik , R Raghav

Information Retrieval (IR) aims at retrieving documents that are most relevant to a query provided by a user. Traditional techniques rely mostly on syntactic methods. In some cases, however, links at a deeper semantic level must be…

Artificial Intelligence · Computer Science 2020-02-19 Marcello Balduccini , Emily LeBlanc

Legal case retrieval aims to help legal workers find relevant cases related to their cases at hand, which is important for the guarantee of fairness and justice in legal judgments. While recent advances in neural retrieval methods have…

Information Retrieval · Computer Science 2024-01-03 Weihang Su , Qingyao Ai , Yueyue Wu , Yixiao Ma , Haitao Li , Yiqun Liu , Zhijing Wu , Min Zhang

The tasks of legal case retrieval have received growing attention from the IR community in the last decade. Relevance feedback techniques with implicit user feedback (e.g., clicks) have been demonstrated to be effective in traditional…

Information Retrieval · Computer Science 2024-03-21 Ruizhe Zhang , Qingyao Ai , Ziyi Ye , Yueyue Wu , Xiaohui Xie , Yiqun Liu

Case law retrieval is the retrieval of judicial decisions relevant to a legal question. Case law retrieval comprises a significant amount of a lawyer's time, and is important to ensure accurate advice and reduce workload. We survey methods…

Information Retrieval · Computer Science 2022-02-16 Daniel Locke , Guido Zuccon

In last decades, legal case search has received more and more attention. Legal practitioners need to work or enhance their efficiency by means of class case search. In the process of searching, legal practitioners often need the search…

Information Retrieval · Computer Science 2023-01-31 Ruizhe Zhang , Qingyao Ai , Yueyue Wu , Yixiao Ma , Yiqun Liu

Legal case retrieval for sourcing similar cases is critical in upholding judicial fairness. Different from general web search, legal case retrieval involves processing lengthy, complex, and highly specialized legal documents. Existing…

Information Retrieval · Computer Science 2024-07-01 Chenlong Deng , Kelong Mao , Zhicheng Dou

While infographics have become a powerful medium for communicating data-driven stories, authoring them from scratch remains challenging, especially for novice users. Retrieving relevant exemplars from a large corpus can provide design…

Information Retrieval · Computer Science 2026-04-10 Jing Xu , Jiarui Hu , Zhihao Shuai , Yiyun Chen , Weikai Yang

We introduce a model for the retrieval of information hidden in legal texts. These are typically organised in a hierarchical (tree) structure, which a reader interested in a given provision needs to explore down to the "deepest" level…

Physics and Society · Physics 2024-09-17 Yanik-Pascal Förster , Alessia Annibale , Luca Gamberi , Evan Tzanis , Pierpaolo Vivo

Google users have different intents from their queries such as acquiring information, buying products, comparing or simulating services, looking for products, and so on. Understanding the right intention of users helps to provide i) better…

Information Retrieval · Computer Science 2020-06-17 Samin Mohammadi , Mathieu Chapon , Arthur Fremond

User intent classification is an important task in information retrieval. In this work, we introduce a revised taxonomy of user intent. We take the widely used differentiation between navigational, transactional and informational queries as…

Information Retrieval · Computer Science 2022-09-28 Daria Alexander , Wojciech Kusa , Arjen P. de Vries

Intent classification is an important component of a functional Information Retrieval ecosystem. Many current approaches to intent classification, typically framed as a classification problem, can be problematic as intents are often hard to…

Information Retrieval · Computer Science 2025-05-27 Arjun Bhalla , Qi Huang

Reasoning-Intensive Retrieval (RIR) targets retrieval settings where relevance is mediated by latent inferential links between a query and supporting evidence, rather than semantic similarity. Motivated by the emergent reasoning abilities…

Information Retrieval · Computer Science 2026-05-04 Yiyang Wei , Tingyu Song , Siyue Zhang , Yilun Zhao

The term legal research generally refers to the process of identifying and retrieving appropriate information necessary to support legal decision making from past case records. At present, the process is mostly manual, but some traditional…

Information Retrieval · Computer Science 2012-11-09 Mohamed Firdhous

Customers interacting with product search engines are increasingly formulating information-seeking queries. Frequently Asked Question (FAQ) retrieval aims to retrieve common question-answer pairs for a user query with question intent.…

Computation and Language · Computer Science 2023-06-07 Zhiyu Chen , Jason Choi , Besnik Fetahu , Oleg Rokhlenko , Shervin Malmasi

This article presents a re-classification of information seeking (IS) tasks, concepts, and algorithms. The proposed taxonomy provides new dimensions to look into information seeking tasks and methods. The new dimensions include the number…

Artificial Intelligence · Computer Science 2021-11-10 Zhiwen Tang , Grace Hui Yang

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

A law practitioner has to go through numerous lengthy legal case proceedings for their practices of various categories, such as land dispute, corruption, etc. Hence, it is important to summarize these documents, and ensure that summaries…

Computation and Language · Computer Science 2022-05-18 Ankan Mullick , Abhilash Nandy , Manav Nitin Kapadnis , Sohan Patnaik , R Raghav , Roshni Kar
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