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The automatic quality assessment of self-media online articles is an urgent and new issue, which is of great value to the online recommendation and search. Different from traditional and well-formed articles, self-media online articles are…

Computation and Language · Computer Science 2020-08-14 Yiru Wang , Shen Huang , Gongfu Li , Qiang Deng , Dongliang Liao , Pengda Si , Yujiu Yang , Jin Xu

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

Web articles such as Wikipedia serve as one of the major sources of knowledge dissemination and online learning. However, their in-depth information--often in a dense text format--may not be suitable for mobile browsing, even in a…

Human-Computer Interaction · Computer Science 2023-10-05 Daniel Nkemelu , Peggy Chi , Daniel Castro Chin , Krishna Srinivasan , Irfan Essa

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

We tackle the problem of automatic generation of computer programs from a few pairs of input-output examples. The starting point of this work is the observation that in many applications a solution program must use external knowledge not…

Machine Learning · Computer Science 2023-03-16 Théo Matricon , Nathanaël Fijalkow , Gaëtan Margueritte

Wikipedia, a paradigmatic example of online knowledge space is organized in a collaborative, bottom-up way with voluntary contributions, yet it maintains a level of reliability comparable to that of traditional encyclopedias. The lack of…

Physics and Society · Physics 2021-05-24 Fumiko Ogushi , János Kertész , Kimmo Kaski , Takashi Shimada

With over 60M articles, Wikipedia has become the largest platform for open and freely accessible knowledge. While it has more than 15B monthly visits, its content is believed to be inaccessible to many readers due to the lack of readability…

Computation and Language · Computer Science 2024-06-05 Mykola Trokhymovych , Indira Sen , Martin Gerlach

With the advancement of AIGC (AI-generated content) technologies, an increasing number of generative models are revolutionizing fields such as video editing, music generation, and even film production. However, due to the limitations of…

Computer Vision and Pattern Recognition · Computer Science 2026-01-07 Daoan Zhang , Wenlin Yao , Xiaoyang Wang , Yebowen Hu , Jiebo Luo , Dong Yu

Knowledge-Based Visual Question Answering (KB-VQA) requires models to answer questions about an image by integrating external knowledge, posing significant challenges due to noisy retrieval and the structured, encyclopedic nature of the…

Computer Vision and Pattern Recognition · Computer Science 2026-03-06 Shan Ning , Longtian Qiu , Xuming He

We study how to apply large language models to write grounded and organized long-form articles from scratch, with comparable breadth and depth to Wikipedia pages. This underexplored problem poses new challenges at the pre-writing stage,…

Computation and Language · Computer Science 2024-04-09 Yijia Shao , Yucheng Jiang , Theodore A. Kanell , Peter Xu , Omar Khattab , Monica S. Lam

Automatically generating textual content with desired attributes is an ambitious task that people have pursued long. Existing works have made a series of progress in incorporating unimodal controls into language models (LMs), whereas how to…

Computation and Language · Computer Science 2023-06-30 Haoqin Tu , Bowen Yang , Xianfeng Zhao

A biography of a person is the detailed description of several life events including his education, work, relationships, and death. Wikipedia, the free web-based encyclopedia, consists of millions of manually curated biographies of eminent…

Digital Libraries · Computer Science 2019-06-28 Heer Ambavi , Ayush Garg , Ayush Garg , Nitiksha , Mridul Sharma , Rohit Sharma , Jayesh Choudhari , Mayank Singh

Multimodal Entity Linking (MEL) which aims at linking mentions with multimodal contexts to the referent entities from a knowledge base (e.g., Wikipedia), is an essential task for many multimodal applications. Although much attention has…

Computation and Language · Computer Science 2022-04-14 Xuwu Wang , Junfeng Tian , Min Gui , Zhixu Li , Rui Wang , Ming Yan , Lihan Chen , Yanghua Xiao

In the field of computer vision, multimodal image generation has become a research hotspot, especially the task of integrating text, image, and style. In this study, we propose a multimodal image generation method based on Generative…

Computer Vision and Pattern Recognition · Computer Science 2025-01-07 Chaoyi Tan , Wenqing Zhang , Zhen Qi , Kowei Shih , Xinshi Li , Ao Xiang

Textual knowledge bases such as Wikipedia require considerable effort to keep up to date and consistent. While automated writing assistants could potentially ease this burden, the problem of suggesting edits grounded in external knowledge…

Computation and Language · Computer Science 2022-07-14 Robert L. Logan , Alexandre Passos , Sameer Singh , Ming-Wei Chang

The different Wikipedia language editions vary dramatically in how comprehensive they are. As a result, most language editions contain only a small fraction of the sum of information that exists across all Wikipedias. In this paper, we…

Social and Information Networks · Computer Science 2016-04-13 Ellery Wulczyn , Robert West , Leila Zia , Jure Leskovec

Nowadays, editors tend to separate different subtopics of a long Wiki-pedia article into multiple sub-articles. This separation seeks to improve human readability. However, it also has a deleterious effect on many Wikipedia-based tasks that…

Information Retrieval · Computer Science 2019-06-24 Muhao Chen , Changping Meng , Gang Huang , Carlo Zaniolo

Wikidata has grown to a knowledge graph with an impressive size. To date, it contains more than 17 billion triples collecting information about people, places, films, stars, publications, proteins, and many more. On the other side, most of…

Computation and Language · Computer Science 2024-01-17 Kunpeng Guo , Dennis Diefenbach , Antoine Gourru , Christophe Gravier

Generating factual, long-form text such as Wikipedia articles raises three key challenges: how to gather relevant evidence, how to structure information into well-formed text, and how to ensure that the generated text is factually correct.…

Computation and Language · Computer Science 2022-04-13 Angela Fan , Claire Gardent

Wikipedia is a critical source of information for millions of users across the Web. It serves as a key resource for large language models, search engines, question-answering systems, and other Web-based applications. In Wikipedia, content…