Entity Classification for Military Knowledge Graph based on Baidu Encyclopedia Distance Learning

Huiran Jia, Yuan Li, Dandan Song, Qinglin Wang

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

1 Citation (Scopus)

Abstract

Entity types are a critical enabler for many NLP tasks that use KGs as a reference source. However, Classifying terminological entities without context remains an important outstanding obstacle in the field of KG completion. In this paper, we put forward a method combining distance learning and deep learning to address the classification of entity with no context. We compare the performance of our method with several text classification methods and shows our approach is empirically effective. Furthermore, the experiment result shows our approach can reduce the labeling work cost and expand the entities for further knowledge graph construction.

Original languageEnglish
Title of host publicationProceedings of 18th International Bhurban Conference on Applied Sciences and Technologies, IBCAST 2021
EditorsMuhammad Zafar-Uz-Zaman, Naveed A. Siddiqui, Mazhar Iqbal, Abdur Rauf, Naeem Zafar, Usman Qayyum, Tahir Jamil, Saifullah Khan, Irfan Ali, Qaisar Ahsan, Sajjad Asghar, Mureed Hussian, Shiraz Ahmad, Muhammad Rafique, Naveed Durrani, Shafiq R. Qureshi, Syed Ali Abbas, Naveed Ahsan, Abdul Mueed
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages366-371
Number of pages6
ISBN (Electronic)9780738105352
DOIs
Publication statusPublished - 12 Jan 2021
Event18th International Bhurban Conference on Applied Sciences and Technologies, IBCAST 2021 - Virtual, Islamabad, Pakistan
Duration: 12 Jan 202116 Jan 2021

Publication series

NameProceedings of 18th International Bhurban Conference on Applied Sciences and Technologies, IBCAST 2021

Conference

Conference18th International Bhurban Conference on Applied Sciences and Technologies, IBCAST 2021
Country/TerritoryPakistan
CityVirtual, Islamabad
Period12/01/2116/01/21

Keywords

  • Distance learning
  • Entity classification
  • Military industry knowledge graph
  • Web crawler

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