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We study a pipeline that curates reasoning data from initial structured data for improving long-context reasoning in large language models (LLMs). Our approach, $\pi^2$, constructs high-quality reasoning data through rigorous QA curation:…

Computation and Language · Computer Science 2026-04-08 Quyet V. Do , Thinh Pham , Nguyen Nguyen , Sha Li , Pratibha Zunjare , Tu Vu

Hyperlinks are an essential feature of the World Wide Web. They are especially important for online encyclopedias such as Wikipedia: an article can often only be understood in the context of related articles, and hyperlinks make it easy to…

Social and Information Networks · Computer Science 2015-03-17 Robert West , Ashwin Paranjape , Jure Leskovec

Nowadays, information describing navigation behaviour of internet users are used in several fields, e-commerce, economy, sociology and data science. Such information can be extracted from different knowledge bases, including…

Social and Information Networks · Computer Science 2020-08-18 Célestin Coquidé , Włodzimierz Lewoniewski

Story visualization aims to generate a series of images that match the story described in texts, and it requires the generated images to satisfy high quality, alignment with the text description, and consistency in character identities.…

Computer Vision and Pattern Recognition · Computer Science 2023-11-21 Wen Wang , Canyu Zhao , Hao Chen , Zhekai Chen , Kecheng Zheng , Chunhua Shen

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

We are developing an automatic method to compile an encyclopedic corpus from the Web. In our previous work, paragraph-style descriptions for a term are extracted from Web pages and organized based on domains. However, these descriptions are…

Computation and Language · Computer Science 2007-05-23 Atsushi Fujii , Tetsuya Ishikawa

Wikipedia is one of the most popular sites on the Web, with millions of users relying on it to satisfy a broad range of information needs every day. Although it is crucial to understand what exactly these needs are in order to be able to…

Social and Information Networks · Computer Science 2017-03-17 Philipp Singer , Florian Lemmerich , Robert West , Leila Zia , Ellery Wulczyn , Markus Strohmaier , Jure Leskovec

Online encyclopediae like Wikipedia contain large amounts of text that need frequent corrections and updates. The new information may contradict existing content in encyclopediae. In this paper, we focus on rewriting such dynamically…

Computation and Language · Computer Science 2019-12-04 Darsh J Shah , Tal Schuster , Regina Barzilay

Generating high-quality, in-depth textual documents, such as academic papers, news articles, Wikipedia entries, and books, remains a significant challenge for Large Language Models (LLMs). In this paper, we propose to use planning to…

Computation and Language · Computer Science 2024-10-10 Yi Liang , You Wu , Honglei Zhuang , Li Chen , Jiaming Shen , Yiling Jia , Zhen Qin , Sumit Sanghai , Xuanhui Wang , Carl Yang , Michael Bendersky

Archiving Web pages into themed collections is a method for ensuring these resources are available for posterity. Services such as Archive-It exists to allow institutions to develop, curate, and preserve collections of Web resources.…

Digital Libraries · Computer Science 2017-05-18 Yasmin AlNoamany , Michele C. Weigle , Michael L. Nelson

The WikiRace game, where players navigate between Wikipedia articles using only hyperlinks, serves as a compelling benchmark for goal-directed search in complex information networks. This paper presents a systematic evaluation of navigation…

Social and Information Networks · Computer Science 2025-11-14 Raman Ebrahimi , Sean Fuhrman , Kendrick Nguyen , Harini Gurusankar , Massimo Franceschetti

With the growth of fake news and disinformation, the NLP community has been working to assist humans in fact-checking. However, most academic research has focused on model accuracy without paying attention to resource efficiency, which is…

Computers and Society · Computer Science 2021-09-03 Mykola Trokhymovych , Diego Saez-Trumper

One of the most impressive human endeavors of the past two decades is the collection and categorization of human knowledge in the free and accessible format that is Wikipedia. In this work we ask what makes a term worthy of entering this…

Computation and Language · Computer Science 2020-09-18 Yonatan Bilu , Shai Gretz , Edo Cohen , Noam Slonim

A fundamental ability of an intelligent web-based agent is seeking out and acquiring new information. Internet search engines reliably find the correct vicinity but the top results may be a few links away from the desired target. A…

Wikipedia is an invaluable resource for factual information about a wide range of entities. However, the quality of articles on less-known entities often lags behind that of the well-known ones. This study proposes a novel approach to…

Computation and Language · Computer Science 2025-02-18 Sayantan Adak , Pauras Mangesh Meher , Paramita Das , Animesh Mukherjee

In the context of the exponentially increasing volume of narrative texts such as novels and news, readers struggle to extract and consistently remember storyline from these intricate texts due to the constraints of human working memory and…

Human-Computer Interaction · Computer Science 2024-11-11 Li Ye , Lei Wang , Shaolun Ruan , Yuwei Meng , Yigang Wang , Wei Chen , Zhiguang Zhou

Wikipedia is the largest web repository of free knowledge. Volunteer editors devote time and effort to creating and expanding articles in more than 300 language editions. As content quality varies from article to article, editors also spend…

Computers and Society · Computer Science 2024-04-16 Paramita Das , Isaac Johnson , Diego Saez-Trumper , Pablo Aragón

Online encyclopedia such as Wikipedia has become one of the best sources of knowledge. Much effort has been devoted to expanding and enriching the structured data by automatic information extraction from unstructured text in Wikipedia.…

Information Retrieval · Computer Science 2014-06-26 Kezun Zhang , Yanghua Xiao , Hanghang Tong , Haixun Wang , Wei Wang

Multimodal contents have become commonplace on the Internet today, manifested as news articles, social media posts, and personal or business blog posts. Among the various kinds of media (images, videos, graphics, icons, audio) used in such…

Computation and Language · Computer Science 2019-09-04 Sreyasi Nag Chowdhury , Simon Razniewski , Gerhard Weikum

Visual storytelling aims to generate a narrative paragraph from a sequence of images automatically. Existing approaches construct text description independently for each image and roughly concatenate them as a story, which leads to the…

Computation and Language · Computer Science 2020-11-02 Ruize Wang , Zhongyu Wei , Ying Cheng , Piji Li , Haijun Shan , Ji Zhang , Qi Zhang , Xuanjing Huang
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