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相关论文: Scholarly Wikidata: Population and Exploration of …

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Large public knowledge graphs, like Wikidata, contain billions of statements about tens of millions of entities, thus inspiring various use cases to exploit such knowledge graphs. However, practice shows that much of the relevant…

人工智能 · 计算机科学 2022-08-09 Bohui Zhang , Filip Ilievski , Pedro Szekely

Wikidata is a frequently updated, community-driven, and multilingual knowledge graph. Hence, Wikidata is an attractive basis for Entity Linking, which is evident by the recent increase in published papers. This survey focuses on four…

计算与语言 · 计算机科学 2021-12-06 Cedric Möller , Jens Lehmann , Ricardo Usbeck

Wikidata is one of the most edited knowledge bases which contains structured data. It serves as the data source for many projects in the Wikimedia sphere and beyond. Since its inception in October 2012, it has been increasingly growing in…

数字图书馆 · 计算机科学 2019-11-19 Mariam Farda-Sarbas , Claudia Müller-Birn

Wikidata is the largest collaborative general knowledge graph supported by a worldwide community. It includes many helpful topics for knowledge exploration and data science applications. However, due to the enormous size of Wikidata, it is…

数据库 · 计算机科学 2022-11-11 Phuc Nguyen , Hideaki Takeda

Wikidata is currently the largest open knowledge graph on the web, encompassing over 120 million entities. It integrates data from various domain-specific databases and imports a substantial amount of content from Wikipedia, while also…

计算与语言 · 计算机科学 2026-01-06 Shixiong Zhao , Hideaki Takeda

While the biomedical community has published several "open data" sources in the last decade, most researchers still endure severe logistical and technical challenges to discover, query, and integrate heterogeneous data and knowledge from…

人工智能 · 计算机科学 2020-06-09 Maulik R. Kamdar , Mark A. Musen

We propose an ontology-grounded approach to Knowledge Graph (KG) construction using Large Language Models (LLMs) on a knowledge base. An ontology is authored by generating Competency Questions (CQ) on knowledge base to discover knowledge…

人工智能 · 计算机科学 2024-12-31 Xiaohan Feng , Xixin Wu , Helen Meng

Knowledge graphs (KGs) are increasingly utilized for data integration, representation, and visualization. While KG population is critical, it is often costly, especially when data must be extracted from unstructured text in natural…

In this work, we explore the use of Large Language Models (LLMs) for knowledge engineering tasks in the context of the ISWC 2023 LM-KBC Challenge. For this task, given subject and relation pairs sourced from Wikidata, we utilize pre-trained…

计算与语言 · 计算机科学 2023-09-18 Bohui Zhang , Ioannis Reklos , Nitisha Jain , Albert Meroño Peñuela , Elena Simperl

Wikibase -- which is the software underlying Wikidata -- is a powerful platform for knowledge graph creation and management. However, it has been developed with a crowd-sourced knowledge graph creation scenario in mind, which in particular…

Analogical reasoning methods have been built over various resources, including commonsense knowledge bases, lexical resources, language models, or their combination. While the wide coverage of knowledge about entities and events make…

人工智能 · 计算机科学 2022-10-04 Filip Ilievski , Jay Pujara , Kartik Shenoy

Ontologies are widely used for representing domain knowledge and meta data, playing an increasingly important role in Information Systems, the Semantic Web, Bioinformatics and many other domains. However, logical reasoning that ontologies…

人工智能 · 计算机科学 2025-04-08 Jiaoyan Chen , Olga Mashkova , Fernando Zhapa-Camacho , Robert Hoehndorf , Yuan He , Ian Horrocks

Wikidata is a collaborative knowledge graph which provides machine-readable structured data for Wikimedia projects including Wikipedia. Managed by a community of volunteers, it has grown to become the most edited Wikimedia project. However,…

社会与信息网络 · 计算机科学 2025-06-11 Marisa Ripoll , Neal Reeves , Anelia Kurteva , Elena Simperl , Albert Meroño Peñuela , Klaus Diepold

Developing new ideas and algorithms in the fields of graph processing and relational learning requires public datasets. While Wikidata is the largest open source knowledge graph, involving more than fifty million entities, it is larger than…

机器学习 · 计算机科学 2019-10-07 Armand Boschin , Thomas Bonald

Due to its collaborative nature, Wikidata is known to have a complex taxonomy, with recurrent issues like the ambiguity between instances and classes, the inaccuracy of some taxonomic paths, the presence of cycles, and the high level of…

人工智能 · 计算机科学 2024-09-09 Yiwen Peng , Thomas Bonald , Mehwish Alam

While large language models (LLMs) can answer many questions correctly, they can also hallucinate and give wrong answers. Wikidata, with its over 12 billion facts, can be used to ground LLMs to improve their factuality. This paper presents…

计算与语言 · 计算机科学 2023-11-07 Silei Xu , Shicheng Liu , Theo Culhane , Elizaveta Pertseva , Meng-Hsi Wu , Sina J. Semnani , Monica S. Lam

With the exponential increase in online scientific literature, identifying reliable domain-specific data has become increasingly important but also very challenging. Manual data collection and filtering for domain-specific scientific…

信息检索 · 计算机科学 2026-03-10 Nikita Gautam , Doina Caragea , Ignacio Ciampitti , Federico Gomez

Scientific Large Language Models (Sci-LLMs) are transforming how knowledge is represented, integrated, and applied in scientific research, yet their progress is shaped by the complex nature of scientific data. This survey presents a…

计算与语言 · 计算机科学 2025-10-21 Ming Hu , Chenglong Ma , Wei Li , Wanghan Xu , Jiamin Wu , Jucheng Hu , Tianbin Li , Guohang Zhuang , Jiaqi Liu , Yingzhou Lu , Ying Chen , Chaoyang Zhang , Cheng Tan , Jie Ying , Guocheng Wu , Shujian Gao , Pengcheng Chen , Jiashi Lin , Haitao Wu , Lulu Chen , Fengxiang Wang , Yuanyuan Zhang , Xiangyu Zhao , Feilong Tang , Encheng Su , Junzhi Ning , Xinyao Liu , Ye Du , Changkai Ji , Pengfei Jiang , Cheng Tang , Ziyan Huang , Jiyao Liu , Jiaqi Wei , Yuejin Yang , Xiang Zhang , Guangshuai Wang , Yue Yang , Huihui Xu , Ziyang Chen , Yizhou Wang , Chen Tang , Jianyu Wu , Yuchen Ren , Siyuan Yan , Zhonghua Wang , Zhongxing Xu , Shiyan Su , Shangquan Sun , Runkai Zhao , Zhisheng Zhang , Dingkang Yang , Jinjie Wei , Jiaqi Wang , Jiahao Xu , Jiangtao Yan , Wenhao Tang , Hongze Zhu , Yu Liu , Fudi Wang , Yiqing Shen , Yuanfeng Ji , Yanzhou Su , Tong Xie , Hongming Shan , Chun-Mei Feng , Zhi Hou , Diping Song , Lihao Liu , Yanyan Huang , Lequan Yu , Bin Fu , Shujun Wang , Xiaomeng Li , Xiaowei Hu , Yun Gu , Ben Fei , Benyou Wang , Yuewen Cao , Minjie Shen , Jie Xu , Haodong Duan , Fang Yan , Hongxia Hao , Jielan Li , Jiajun Du , Yanbo Wang , Imran Razzak , Zhongying Deng , Chi Zhang , Lijun Wu , Conghui He , Zhaohui Lu , Jinhai Huang , Wenqi Shao , Yihao Liu , Siqi Luo , Yi Xin , Xiaohong Liu , Fenghua Ling , Yuqiang Li , Aoran Wang , Siqi Sun , Qihao Zheng , Nanqing Dong , Tianfan Fu , Dongzhan Zhou , Yan Lu , Wenlong Zhang , Jin Ye , Jianfei Cai , Yirong Chen , Wanli Ouyang , Yu Qiao , Zongyuan Ge , Shixiang Tang , Junjun He , Chunfeng Song , Lei Bai , Bowen Zhou

Web-scale visual entity recognition, the task of associating images with their corresponding entities within vast knowledge bases like Wikipedia, presents significant challenges due to the lack of clean, large-scale training data. In this…

计算机视觉与模式识别 · 计算机科学 2024-11-01 Mathilde Caron , Alireza Fathi , Cordelia Schmid , Ahmet Iscen

In recent years, data lakes emerged as away to manage large amounts of heterogeneous data for modern data analytics. One way to prevent data lakes from turning into inoperable data swamps is semantic data management. Some approaches propose…

数据库 · 计算机科学 2023-10-25 Sayed Hoseini , Johannes Theissen-Lipp , Christoph Quix
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