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With the development of deep learning and natural language processing techniques, pre-trained language models have been widely used to solve information retrieval (IR) problems. Benefiting from the pre-training and fine-tuning paradigm,…

Information Retrieval · Computer Science 2024-01-02 Weihang Su , Qingyao Ai , Xiangsheng Li , Jia Chen , Yiqun Liu , Xiaolong Wu , Shengluan Hou

Wikipedia is a major source of information providing a large variety of content online, trusted by readers from around the world. Readers go to Wikipedia to get reliable information about different subjects, one of the most popular being…

Social and Information Networks · Computer Science 2020-06-25 Pushkal Agarwal , Miriam Redi , Nishanth Sastry , Edward Wood , Andrew Blick

We present a simple but effective approach for leveraging Wikipedia for neural machine translation as well as cross-lingual tasks of image captioning and dependency parsing without using any direct supervision from external parallel data or…

Computation and Language · Computer Science 2021-09-13 Mohammad Sadegh Rasooli , Chris Callison-Burch , Derry Tanti Wijaya

Wikipedia is one of the most popular websites in the world, serving as a major source of information and learning resource for millions of users worldwide. While motivations for its usage vary, prior research suggests shallow information…

Human-Computer Interaction · Computer Science 2024-05-30 Neal Reeves , Wenjie Yin , Elena Simperl

AI tools are increasingly deployed in community contexts. However, datasets used to evaluate AI are typically created by developers and annotators outside a given community, which can yield misleading conclusions about AI performance. How…

Human-Computer Interaction · Computer Science 2024-02-23 Tzu-Sheng Kuo , Aaron Halfaker , Zirui Cheng , Jiwoo Kim , Meng-Hsin Wu , Tongshuang Wu , Kenneth Holstein , Haiyi Zhu

Wikipedia is one of the most visited websites in the world and is also a frequent subject of scientific research. However, the analytical possibilities of Wikipedia information have not yet been analyzed considering at the same time both a…

Digital Libraries · Computer Science 2022-11-18 Wenceslao Arroyo-Machado , Daniel Torres-Salinas , Rodrigo Costas

User feedback is becoming an increasingly important source of information for requirements engineering, user interface design, and software engineering in general. Nowadays, user feedback is largely available and easily accessible in social…

Software Engineering · Computer Science 2024-07-23 Walid Maalej , Volodymyr Biryuk , Jialiang Wei , Fabian Panse

Wikipedia articles about the same topic in different language editions are built around different sources of information. For example, one can find very different news articles linked as references in the English Wikipedia article titled…

Human-Computer Interaction · Computer Science 2016-12-19 Martin Körner , Tatiana Sennikova , Florian Windhäuser , Claudia Wagner , Fabian Flöck

Naturally-occurring instances of linguistic phenomena are important both for training and for evaluating automatic processes on text. When available in large quantities, they also prove interesting material for linguistic studies. In this…

Computation and Language · Computer Science 2022-02-28 Aurélien Max , Guillaume Wisniewski

Wikipedia administrators are vital to the platform's success, performing over a million administrative actions annually. This multi-method study systematically analyzes adminship across 284 Wikipedia languages since 2018, revealing a…

Computers and Society · Computer Science 2026-01-29 Eli Asikin-Garmager , Yu-Ming Liou , Caroline Myrick , Claudia Lo , Diego Saez-Trumper , Leila Zia

Knowledge discovery and collection are intelligence-intensive tasks that traditionally require significant human effort to ensure high-quality outputs. Recent research has explored multi-agent frameworks for automating Wikipedia-style…

Computer Vision and Pattern Recognition · Computer Science 2025-09-08 Zhongyu Yang , Jun Chen , Dannong Xu , Junjie Fei , Xiaoqian Shen , Liangbing Zhao , Chun-Mei Feng , Mohamed Elhoseiny

Machine learning applications to symbolic mathematics are becoming increasingly popular, yet there lacks a centralized source of real-world symbolic expressions to be used as training data. In contrast, the field of natural language…

Machine Learning · Computer Science 2022-07-06 Joanne T. Kim , Mikel Landajuela , Brenden K. Petersen

Fast-developing fields such as Artificial Intelligence (AI) often outpace the efforts of encyclopedic sources such as Wikipedia, which either do not completely cover recently-introduced topics or lack such content entirely. As a result,…

Computation and Language · Computer Science 2022-06-23 Irene Li , Alexander Fabbri , Rina Kawamura , Yixin Liu , Xiangru Tang , Jaesung Tae , Chang Shen , Sally Ma , Tomoe Mizutani , Dragomir Radev

The use of domain knowledge is generally found to improve query efficiency in content filtering applications. In particular, tangible benefits have been achieved when using knowledge-based approaches within more specialized fields, such as…

Information Retrieval · Computer Science 2015-03-17 Pekka Malo , Pyry Siitari , Oskar Ahlgren , Jyrki Wallenius , Pekka Korhonen

Wikipedia is an online encyclopedia available in 285 languages. It composes an extremely relevant Knowledge Base (KB), which could be leveraged by automatic systems for several purposes. However, the structure and organisation of such…

Computation and Language · Computer Science 2021-05-13 Ruben Cardoso , Afonso Mendes , Andre Lamurias

In this paper we present statistical analysis of English texts from Wikipedia. We try to address the issue of language complexity empirically by comparing the simple English Wikipedia (Simple) to comparable samples of the main English…

Computation and Language · Computer Science 2023-01-05 Taha Yasseri , András Kornai , János Kertész

This work compares concept models for cross-language retrieval: First, we adapt probabilistic Latent Semantic Analysis (pLSA) for multilingual documents. Experiments with different weighting schemes show that a weighting method favoring…

Information Retrieval · Computer Science 2014-01-13 Benjamin Roth

Robust automatic fact-checking systems have the potential to combat online misinformation at scale. However, most existing research primarily focuses on English. In this paper, we introduce MultiSynFact, the first large-scale multilingual…

Computation and Language · Computer Science 2025-02-24 Yi-Ling Chung , Aurora Cobo , Pablo Serna

Wiki articles are created and maintained by a crowd of editors, producing a continuous stream of reviews. Reviews can take the form of additions, reverts, or both. This crowdsourcing model is exposed to manipulation since neither reviews…

Computation and Language · Computer Science 2024-05-29 Silvia García Méndez , Fátima Leal , Benedita Malheiro , Juan Carlos Burguillo Rial

Encyclopedic knowledge platforms are key gateways through which users explore information online. The recent release of Grokipedia, a fully AI-generated encyclopedia, introduces a new alternative to traditional, well-established platforms…

Information Retrieval · Computer Science 2025-12-22 Erica Coppolillo , Simone Mungari