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相关论文: Commonsense Knowledge in Wikidata

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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

Acquiring commonsense knowledge and reasoning is recognized as an important frontier in achieving general Artificial Intelligence (AI). Recent research in the Natural Language Processing (NLP) community has demonstrated significant progress…

人工智能 · 计算机科学 2021-01-20 Ke Shen , Mayank Kejriwal

Sources of commonsense knowledge support applications in natural language understanding, computer vision, and knowledge graphs. Given their complementarity, their integration is desired. Yet, their different foci, modeling approaches, and…

人工智能 · 计算机科学 2021-03-24 Filip Ilievski , Pedro Szekely , Bin Zhang

Commonsense reasoning is an important aspect of building robust AI systems and is receiving significant attention in the natural language understanding, computer vision, and knowledge graphs communities. At present, a number of valuable…

人工智能 · 计算机科学 2020-06-24 Filip Ilievski , Pedro Szekely , Jingwei Cheng , Fu Zhang , Ehsan Qasemi

Wikidata is one of the most important sources of structured data on the web, built by a worldwide community of volunteers. As a secondary source, its contents must be backed by credible references; this is particularly important as Wikidata…

人工智能 · 计算机科学 2021-09-21 Gabriel Amaral , Alessandro Piscopo , Lucie-Aimée Kaffee , Odinaldo Rodrigues , Elena Simperl

Commonsense knowledge is essential for many AI applications, including those in natural language processing, visual processing, and planning. Consequently, many sources that include commonsense knowledge have been designed and constructed…

人工智能 · 计算机科学 2021-07-30 Filip Ilievski , Alessandro Oltramari , Kaixin Ma , Bin Zhang , Deborah L. McGuinness , Pedro Szekely

Acquiring commonsense knowledge and reasoning is an important goal in modern NLP research. Despite much progress, there is still a lack of understanding (especially at scale) of the nature of commonsense knowledge itself. A potential source…

计算与语言 · 计算机科学 2022-10-05 Ke Shen , Mayank Kejriwal

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

Humans use countless basic, shared facts about the world to efficiently navigate in their environment. This commonsense knowledge is rarely communicated explicitly, however, understanding how commonsense knowledge is represented in…

计算与语言 · 计算机科学 2021-09-21 Chunhua Liu , Trevor Cohn , Lea Frermann

Commonsense datasets have been well developed in Natural Language Processing, mainly through crowdsource human annotation. However, there are debates on the genuineness of commonsense reasoning benchmarks. In specific, a significant portion…

计算与语言 · 计算机科学 2024-11-07 Quyet V. Do , Junze Li , Tung-Duong Vuong , Zhaowei Wang , Yangqiu Song , Xiaojuan Ma

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

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

In this work, we study disagreements in discussions around Wikidata, an online knowledge community that builds the data backend of Wikipedia. Discussions are essential in collaborative work as they can increase contributor performance and…

人机交互 · 计算机科学 2025-05-20 Elisavet Koutsiana , Tushita Yadav , Nitisha Jain , Albert Meroño-Peñuela , Elena Simperl

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 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…

计算与语言 · 计算机科学 2024-01-17 Kunpeng Guo , Dennis Diefenbach , Antoine Gourru , Christophe Gravier

Knowledge graphs have recently become the state-of-the-art tool for representing the diverse and complex knowledge of the world. Examples include the proprietary knowledge graphs of companies such as Google, Facebook, IBM, or Microsoft, but…

人工智能 · 计算机科学 2020-02-28 Tom Hanika , Maximilian Marx , Gerd Stumme

Recently several datasets have been proposed to encourage research in Question Answering domains where commonsense knowledge is expected to play an important role. Recent language models such as ROBERTA, BERT and GPT that have been…

计算与语言 · 计算机科学 2020-04-20 Arindam Mitra , Pratyay Banerjee , Kuntal Kumar Pal , Swaroop Mishra , Chitta Baral

Commonsense knowledge is essential for advancing natural language processing (NLP) by enabling models to engage in human-like reasoning, which requires a deeper understanding of context and often involves making inferences based on implicit…

计算与语言 · 计算机科学 2024-09-16 Yubo Xie , Zonghui Liu , Zongyang Ma , Fanyuan Meng , Yan Xiao , Fahui Miao , Pearl Pu

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…

Knowledge-based recommendation models effectively alleviate the data sparsity issue leveraging the side information in the knowledge graph, and have achieved considerable performance. Nevertheless, the knowledge graphs used in previous…

信息检索 · 计算机科学 2024-03-28 Shenghao Yang , Weizhi Ma , Peijie Sun , Min Zhang , Qingyao Ai , Yiqun Liu , Mingchen Cai
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