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Automatic knowledge graph construction aims to manufacture structured human knowledge. To this end, much effort has historically been spent extracting informative fact patterns from different data sources. However, more recently, research…

Information Retrieval · Computer Science 2023-02-13 Lingfeng Zhong , Jia Wu , Qian Li , Hao Peng , Xindong Wu

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

Applications which use human speech as an input require a speech interface with high recognition accuracy. The words or phrases in the recognised text are annotated with a machine-understandable meaning and linked to knowledge graphs for…

Human-Computer Interaction · Computer Science 2017-05-26 Ashwini Jaya Kumar , Sören Auer , Christoph Schmidt , Joachim köhler

The evolution of named entities affects exploration and retrieval tasks in digital libraries. An information retrieval system that is aware of name changes can actively support users in finding former occurrences of evolved entities.…

Computation and Language · Computer Science 2017-02-07 Helge Holzmann , Thomas Risse

Wikidata is a multi-language knowledge base that is being edited and maintained by editors from different language communities. Due to the structured nature of its content, the contributions are in various forms, including manual edit,…

Human-Computer Interaction · Computer Science 2023-11-07 Jeffrey Jun-jie Ma , Charles Chuankai Zhang

In this paper, we introduce a network-based methodology to study how clusters represented by political entities evolve over time. We constructed networks of voting data from the Brazilian Chamber of Deputies, where deputies are nodes and…

Social and Information Networks · Computer Science 2020-03-23 Ana C. M. Brito , Filipi N. Silva , Diego R. Amancio

One of the key requirements to facilitate semantic analytics of information regarding contemporary and historical events on the Web, in the news and in social media is the availability of reference knowledge repositories containing…

Computation and Language · Computer Science 2018-04-13 Simon Gottschalk , Elena Demidova

Knowledge graphs, collectively as a knowledge network, have become critical tools for knowledge discovery in computable and explainable knowledge systems. Due to the semantic and structural complexities of biomedical data, these knowledge…

Other Quantitative Biology · Quantitative Biology 2025-09-29 Chunlei Wu , Hongfang Liu , Jason Flannick , Mark A. Musen , Andrew I. Su , Lawrence Hunter , Thomas M. Powers , Cathy H. Wu

Online user profiling is a very active research field, catalyzing great interest by both scientists and practitioners. In this paper, in particular, we look at approaches able to mine social media activities of users to create a rich user…

Information Retrieval · Computer Science 2018-09-27 Christian Torrero , Carlo Caprini , Daniele Miorandi

One of the key requirements to facilitate the semantic analytics of information regarding contemporary and historical events on the Web, in the news and in social media is the availability of reference knowledge repositories containing…

Computation and Language · Computer Science 2019-05-23 Simon Gottschalk , Elena Demidova

Short technical support pages such as IBM Technotes are quite common in technical support domain. These pages can be very useful as the knowledge sources for technical support applications such as chatbots, search engines and…

Information Retrieval · Computer Science 2025-04-15 Atul Kumar , Nisha Gupta , Saswati Dana

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,…

Social and Information Networks · Computer Science 2025-06-11 Marisa Ripoll , Neal Reeves , Anelia Kurteva , Elena Simperl , Albert Meroño Peñuela , Klaus Diepold

Knowledge graphs (KGs) have become ubiquitous publicly available knowledge sources, and are nowadays covering an ever increasing array of domains. However, not all knowledge represented is useful or pertaining when considering a new…

Artificial Intelligence · Computer Science 2024-10-18 Pierre Monnin , Cherif-Hassan Nousradine , Lucas Jarnac , Laurel Zuckerman , Miguel Couceiro

This paper shows how to construct knowledge graphs (KGs) from pre-trained language models (e.g., BERT, GPT-2/3), without human supervision. Popular KGs (e.g, Wikidata, NELL) are built in either a supervised or semi-supervised manner,…

Computation and Language · Computer Science 2020-10-26 Chenguang Wang , Xiao Liu , Dawn Song

Research publications are the primary vehicle for sharing scientific progress in the form of new discoveries, methods, techniques, and insights. Unfortunately, the lack of a large-scale, comprehensive, and easy-to-use resource capturing the…

Artificial Intelligence · Computer Science 2023-05-22 Kian Ahrabian , Xinwei Du , Richard Delwin Myloth , Arun Baalaaji Sankar Ananthan , Jay Pujara

Datasets for data-to-text generation typically focus either on multi-domain, single-sentence generation or on single-domain, long-form generation. In this work, we cast generating Wikipedia sections as a data-to-text generation task and…

Computation and Language · Computer Science 2021-06-03 Mingda Chen , Sam Wiseman , Kevin Gimpel

Hyperlinks and other relations in Wikipedia are a extraordinary resource which is still not fully understood. In this paper we study the different types of links in Wikipedia, and contrast the use of the full graph with respect to just…

Computation and Language · Computer Science 2015-03-16 Eneko Agirre , Ander Barrena , Aitor Soroa

Prior work on Data-To-Text Generation, the task of converting knowledge graph (KG) triples into natural text, focused on domain-specific benchmark datasets. In this paper, however, we verbalize the entire English Wikidata KG, and discuss…

Computation and Language · Computer Science 2021-03-16 Oshin Agarwal , Heming Ge , Siamak Shakeri , Rami Al-Rfou

Decision-making usually takes five steps: identifying the problem, collecting data, extracting evidence, identifying pro and con arguments, and making decisions. Focusing on extracting evidence, this paper presents a hybrid model that…

Information Retrieval · Computer Science 2021-02-04 Patrick Abels , Zahra Ahmadi , Sophie Burkhardt , Benjamin Schiller , Iryna Gurevych , Stefan Kramer

Wikipedia is a huge opportunity for machine learning, being the largest semi-structured base of knowledge available. Because of this, many works examine its contents, and focus on structuring it in order to make it usable in learning tasks,…

Machine Learning · Computer Science 2020-01-23 Tiphaine Viard , Thomas McLachlan , Hamidreza Ghader , Satoshi Sekine
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