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We present the Benchmark of Information Retrieval (IR) tasks with Complex Objectives (BIRCO). BIRCO evaluates the ability of IR systems to retrieve documents given multi-faceted user objectives. The benchmark's complexity and compact size…

信息检索 · 计算机科学 2024-04-05 Xiaoyue Wang , Jianyou Wang , Weili Cao , Kaicheng Wang , Ramamohan Paturi , Leon Bergen

A large amount of data is present on the web. It contains huge number of web pages and to find suitable information from them is very cumbersome task. There is need to organize data in formal manner so that user can easily access and use…

信息检索 · 计算机科学 2014-03-28 Gagandeep Singh , Vishal Jain

This paper reports on a study of cross-lingual information retrieval (CLIR) using the mT5-XXL reranker on the NeuCLIR track of TREC 2022. Perhaps the biggest contribution of this study is the finding that despite the mT5 model being…

信息检索 · 计算机科学 2023-03-29 Vitor Jeronymo , Roberto Lotufo , Rodrigo Nogueira

Extracting the relevant information out of a large number of documents is a challenging and tedious task. The quality of results generated by the traditionally available full-text search engine and text-based image retrieval systems is not…

信息检索 · 计算机科学 2022-12-05 Riya Gupta , C. V. Jawahar

Interactive and non-interactive model are the two de-facto standard frameworks in vector-based cross-lingual information retrieval (V-CLIR), which embed queries and documents in synchronous and asynchronous fashions, respectively. From the…

计算与语言 · 计算机科学 2021-11-04 Linlong Xu , Baosong Yang , Xiaoyu Lv , Tianchi Bi , Dayiheng Liu , Haibo Zhang

The main aim of an information retrieval system is to extract appropriate information from an enormous collection of data based on users need. The basic concept of the information retrieval system is that when a user sends out a query, the…

信息检索 · 计算机科学 2020-12-17 Abdulmalik Johar

Data is stored in both structured and unstructured form. Querying both, to power natural language conversations, is a challenge. This paper introduces dIR, Discrete Information Retrieval, providing a unified interface to query both free…

计算与语言 · 计算机科学 2023-12-21 Pablo M. Rodriguez Bertorello , Jean Rodmond Junior Laguerre

Pretrained contextualized representations offer great success for many downstream tasks, including document ranking. The multilingual versions of such pretrained representations provide a possibility of jointly learning many languages with…

信息检索 · 计算机科学 2021-09-16 Zhiqi Huang , Hamed Bonab , Sheikh Muhammad Sarwar , Razieh Rahimi , James Allan

Cross-Lingual Text Simplification (CLTS) aims to make content more accessible across languages by simultaneously addressing both linguistic complexity and translation. This study investigates the effectiveness of different prompting…

计算与语言 · 计算机科学 2026-04-28 Ido Dahan , Omer Toledano , Roey J. Gafter , Sharon Pardo , Oren Tsur , Hila Zahavi , Elior Sulem

Cross-lingual document search is an information retrieval task in which the queries' language differs from the documents' language. In this paper, we study the instability of neural document search models and propose a novel end-to-end…

信息检索 · 计算机科学 2020-11-03 Jiapeng Liu , Xiao Zhang , Dan Goldwasser , Xiao Wang

This paper is a survey discussing Information Retrieval concepts, methods, and applications. It goes deep into the document and query modelling involved in IR systems, in addition to pre-processing operations such as removing stop words and…

信息检索 · 计算机科学 2012-12-11 Youssef Bassil

Large amount of unstructured designed information is difficult to deal with. Obtaining specific information is a hard mission and takes a lot of time. Information Retrieval System (IR) is a way to solve this kind of problem. IR is a good…

信息检索 · 计算机科学 2018-04-03 Maher Abdullah , Mohammed GH. I. Al Zamil

Cross-lingual retrieval aims to retrieve relevant text across languages. Current methods typically achieve cross-lingual retrieval by learning language-agnostic text representations in word or sentence level. However, how to learn phrase…

计算与语言 · 计算机科学 2022-04-20 Heqi Zheng , Xiao Zhang , Zewen Chi , Heyan Huang , Tan Yan , Tian Lan , Wei Wei , Xian-Ling Mao

During maintenance, software developers deal with numerous change requests that are written in an unstructured fashion using natural language. Such natural language texts illustrate the change requirement involving various domain related…

软件工程 · 计算机科学 2018-07-13 Mohammad Masudur Rahman , Chanchal K. Roy

Despite bilingual speakers frequently using mixed-language queries in web searches, Information Retrieval (IR) research on them remains scarce. To address this, we introduce MiLQ, Mixed-Language Query test set, the first public benchmark of…

信息检索 · 计算机科学 2025-10-21 Jonghwi Kim , Deokhyung Kang , Seonjeong Hwang , Yunsu Kim , Jungseul Ok , Gary Lee

Despite recent advancements in Multilingual Information Retrieval (MLIR), a significant gap remains between research and practical deployment. Many studies assess MLIR performance in isolated settings, limiting their applicability to…

信息检索 · 计算机科学 2025-10-15 Vera Pavlova , Mohammed Makhlouf

Crawling parallel texts -- texts that are mutual translations -- from the Internet is usually done following a brute-force approach: documents are massively downloaded in an unguided process, and only a fraction of them end up leading to…

计算与语言 · 计算机科学 2026-04-22 Cristian García-Romero , Miquel Esplà-Gomis , Felipe Sánchez-Martínez

This paper presents our system for SemEval-2025 Task 7: Multilingual and Crosslingual Fact-Checked Claim Retrieval. In an era where misinformation spreads rapidly, effective fact-checking is increasingly critical. We introduce TriAligner, a…

Due to the exponential growth of big data in this digital era, an advanced method for effective information retrieval becomes essential. The basic objective of this paper is to propose a topology-based method for cognitive information…

综合数学 · 数学 2025-10-27 Santanu Acharjee , Ripunjoy Choudhury

Binary-source code matching plays an important role in many security and software engineering related tasks such as malware detection, reverse engineering and vulnerability assessment. Currently, several approaches have been proposed for…

软件工程 · 计算机科学 2022-01-20 Yi Gui , Yao Wan , Hongyu Zhang , Huifang Huang , Yulei Sui , Guandong Xu , Zhiyuan Shao , Hai Jin