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Wikipedia abstract generation aims to distill a Wikipedia abstract from web sources and has met significant success by adopting multi-document summarization techniques. However, previous works generally view the abstract as plain text,…

Computation and Language · Computer Science 2021-06-30 Fangwei Zhu , Shangqing Tu , Jiaxin Shi , Juanzi Li , Lei Hou , Tong Cui

Answering multiple-choice questions in a setting in which no supporting documents are explicitly provided continues to stand as a core problem in natural language processing. The contribution of this article is two-fold. First, it describes…

Computation and Language · Computer Science 2019-11-15 George-Sebastian Pîrtoacă , Traian Rebedea , Stefan Ruseti

Although the vast majority of knowledge bases KBs are heavily biased towards English, Wikipedias do cover very different topics in different languages. Exploiting this, we introduce a new multilingual dataset (X-WikiRE), framing relation…

Computation and Language · Computer Science 2019-08-16 Mostafa Abdou , Cezar Sas , Rahul Aralikatte , Isabelle Augenstein , Anders Søgaard

Collections of research article data harvested from the web have become common recently since they are important resources for experimenting on tasks such as named entity recognition, text summarization, or keyword generation. In fact,…

Information Retrieval · Computer Science 2022-05-24 Erion Çano , Benjamin Roth

Wikipedia, a vast and continuously consulted knowledge base, faces significant challenges in maintaining up-to-date content due to its reliance on manual human editors. Inspired by the vision of continuous knowledge acquisition in NELL and…

Computation and Language · Computer Science 2025-08-07 Revanth Gangi Reddy , Tanay Dixit , Jiaxin Qin , Cheng Qian , Daniel Lee , Jiawei Han , Kevin Small , Xing Fan , Ruhi Sarikaya , Heng Ji

We introduce WikiLingua, a large-scale, multilingual dataset for the evaluation of crosslingual abstractive summarization systems. We extract article and summary pairs in 18 languages from WikiHow, a high quality, collaborative resource of…

Computation and Language · Computer Science 2020-10-08 Faisal Ladhak , Esin Durmus , Claire Cardie , Kathleen McKeown

The increasing diversity of languages used on the web introduces a new level of complexity to Information Retrieval (IR) systems. We can no longer assume that textual content is written in one language or even the same language family. In…

Computation and Language · Computer Science 2014-10-15 Rami Al-Rfou , Vivek Kulkarni , Bryan Perozzi , Steven Skiena

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

Managing the semantic quality of the categorization in large textual datasets, such as Wikipedia, presents significant challenges in terms of complexity and cost. In this paper, we propose leveraging transformer models to distill semantic…

Computation and Language · Computer Science 2024-04-26 Zineddine Bettouche , Anas Safi , Andreas Fischer

Wikipedia is one of the richest knowledge sources on the Web today. In order to facilitate navigating, searching, and maintaining its content, Wikipedia's guidelines state that all articles should be annotated with a so-called short…

Computation and Language · Computer Science 2023-02-20 Marija Sakota , Maxime Peyrard , Robert West

As one of the richest sources of encyclopedic information on the Web, Wikipedia generates an enormous amount of traffic. In this paper, we study large-scale article access data of the English Wikipedia in order to compare articles with…

Social and Information Networks · Computer Science 2018-05-11 Dimitar Dimitrov , Florian Lemmerich , Fabian Flöck , Markus Strohmaier

In this paper, we present a comprehensive analysis and monitoring framework for the impact of Large Language Models (LLMs) on Wikipedia, examining the evolution of Wikipedia through existing data and using simulations to explore potential…

Computation and Language · Computer Science 2026-03-03 Siming Huang , Yuliang Xu , Mingmeng Geng , Yao Wan , Dongping Chen

Web discussion forums are used by millions of people worldwide to share information belonging to a variety of domains such as automotive vehicles, pets, sports, etc. They typically contain posts that fall into different categories such as…

Computation and Language · Computer Science 2016-04-26 Krish Perumal

Wikipedia is an online encyclopedia that anyone can edit. In this open model, some people edits with the intent of harming the integrity of Wikipedia. This is known as vandalism. We extend the framework presented in (Potthast, Stein, and…

Information Retrieval · Computer Science 2012-10-23 Santiago M. Mola-Velasco

Text segmentation, the task of dividing a document into contiguous segments based on its semantic structure, is a longstanding challenge in language understanding. Previous work on text segmentation focused on unsupervised methods such as…

Computation and Language · Computer Science 2018-03-28 Omri Koshorek , Adir Cohen , Noam Mor , Michael Rotman , Jonathan Berant

Much of human knowledge sits in large databases of unstructured text. Leveraging this knowledge requires algorithms that extract and record metadata on unstructured text documents. Assigning topics to documents will enable intelligent…

The state-of-the-art named entity recognition (NER) systems are statistical machine learning models that have strong generalization capability (i.e., can recognize unseen entities that do not appear in training data) based on lexical and…

Computation and Language · Computer Science 2019-11-04 Jian Ni , Radu Florian

Wikipedia (WP) as a collaborative, dynamical system of humans is an appropriate subject of social studies. Each single action of the members of this society, i.e. editors, is well recorded and accessible. Using the cumulative data of 34…

Physics and Society · Physics 2023-01-05 Taha Yasseri , Róbert Sumi , János Kertész

Wikipedia is a free Internet encyclopedia with an enormous amount of content. This encyclopedia is written by volunteers with various backgrounds in a collective fashion; anyone can access and edit most of the articles. This open-editing…

Physics and Society · Physics 2016-01-26 Jinhyuk Yun , Sang Hoon Lee , Hawoong Jeong

Wikipedia tables represent an important resource, where information is organized w.r.t table schemas consisting of columns. In turn each column, may contain instance values that point to other Wikipedia articles or primitive values (e.g.…

Databases · Computer Science 2019-02-06 Besnik Fetahu , Avishek Anand , Maria Koutraki