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Authors: Helun Bu 1 and Kazuhiro Kuwabara 2

Affiliations: 1 Graduate School of Information Science and Engineering, Ritsumeikan University, 1-1-1 Noji Higashi, Kusatsu, Shiga 525-8577, Japan ; 2 College of Information Science and Engineering, Ritsumeikan University, 1-1-1 Noji Higashi, Kusatsu, Shiga 525-8577, Japan

Keyword(s): Knowledge Graph Construction, Crowdsourcing, Knowledge Collection, Knowledge Verification.

Abstract: This paper presents a method for building a knowledge graph using crowdsourcing. The collection and verification of pieces of knowledge are essential components of building a high-quality knowledge graph. We introduce fill-in-the-blank-type of quizzes to collect knowledge as triples and true-or-false-type quizzes to verify the collected triples. We also present score functions to evaluate and select a quiz for efficient knowledge graph construction based on the workers’ past inputs. The collection and verification processes are dynamically interleaved using weights in the score function. Simulation results show that the proposed approach can collect and verify distributed knowledge among casual workers.

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Paper citation in several formats:
Bu, H. and Kuwabara, K. (2022). Toward Crowdsourced Knowledge Graph Construction: Interleaving Collection and Verification of Triples. In Proceedings of the 14th International Conference on Agents and Artificial Intelligence - Volume 1: ICAART; ISBN 978-989-758-547-0; ISSN 2184-433X, SciTePress, pages 375-382. DOI: 10.5220/0010902700003116

@conference{icaart22,
author={Helun Bu and Kazuhiro Kuwabara},
title={Toward Crowdsourced Knowledge Graph Construction: Interleaving Collection and Verification of Triples},
booktitle={Proceedings of the 14th International Conference on Agents and Artificial Intelligence - Volume 1: ICAART},
year={2022},
pages={375-382},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0010902700003116},
isbn={978-989-758-547-0},
issn={2184-433X},
}

TY - CONF

JO - Proceedings of the 14th International Conference on Agents and Artificial Intelligence - Volume 1: ICAART
TI - Toward Crowdsourced Knowledge Graph Construction: Interleaving Collection and Verification of Triples
SN - 978-989-758-547-0
IS - 2184-433X
AU - Bu, H.
AU - Kuwabara, K.
PY - 2022
SP - 375
EP - 382
DO - 10.5220/0010902700003116
PB - SciTePress

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