Re-thinking Knowledge Graph Completion Evaluation from an Information Retrieval Perspective

Author:

Zhou Ying1,Chen Xuanang1,He Ben1,Ye Zheng2,Sun Le3

Affiliation:

1. University of Chinese Academy of Sciences & Institute of Software, Chinese Academy of Sciences, Beijing, China

2. South-Central University for Nationalities, Wuhan, China

3. Institute of Software, Chinese Academy of Sciences, Beijing, China

Funder

University of Chinese Academy of Sciences

National Key Research and Development Program of China

National Natural Science Foundation of China

Publisher

ACM

Reference60 articles.

1. Farahnaz Akrami Lingbing Guo Wei Hu and Chengkai Li. 2018. Re-evaluating Embedding-Based Knowledge Graph Completion Methods. In CIKM. ACM 1779-- 1782. Farahnaz Akrami Lingbing Guo Wei Hu and Chengkai Li. 2018. Re-evaluating Embedding-Based Knowledge Graph Completion Methods. In CIKM. ACM 1779-- 1782.

2. Farahnaz Akrami , Mohammed Samiul Saeef , Qingheng Zhang , Wei Hu , and Chengkai Li . 2020 . Realistic Re-evaluation of Knowledge Graph Completion Methods: An Experimental Study. In SIGMOD Conference. ACM , 1995--2010. Farahnaz Akrami, Mohammed Samiul Saeef, Qingheng Zhang, Wei Hu, and Chengkai Li. 2020. Realistic Re-evaluation of Knowledge Graph Completion Methods: An Experimental Study. In SIGMOD Conference. ACM, 1995--2010.

3. Mehdi Ali , Max Berrendorf , Charles Tapley Hoyt , Laurent Vermue, Mikhail Galkin, Sahand Sharifzadeh, Asja Fischer, Volker Tresp, and Jens Lehmann. 2020 . Bringing Light Into the Dark : A Large-scale Evaluation of Knowledge Graph Embedding Models Under a Unified Framework. CoRR abs/2006.13365 (2020). Mehdi Ali, Max Berrendorf, Charles Tapley Hoyt, Laurent Vermue, Mikhail Galkin, Sahand Sharifzadeh, Asja Fischer, Volker Tresp, and Jens Lehmann. 2020. Bringing Light Into the Dark: A Large-scale Evaluation of Knowledge Graph Embedding Models Under a Unified Framework. CoRR abs/2006.13365 (2020).

4. Enrique Amigó Damiano Spina and Jorge Carrillo de Albornoz. 2018. An Axiomatic Analysis of Diversity Evaluation Metrics: Introducing the Rank-Biased Utility Metric. In SIGIR. ACM 625--634. Enrique Amigó Damiano Spina and Jorge Carrillo de Albornoz. 2018. An Axiomatic Analysis of Diversity Evaluation Metrics: Introducing the Rank-Biased Utility Metric. In SIGIR. ACM 625--634.

5. Negar Arabzadeh , Alexandra Vtyurina , Xinyi Yan , and Charles L. A . Clarke . 2021 . Shallow pooling for sparse labels. CoRR abs/2109.00062 (2021). Negar Arabzadeh, Alexandra Vtyurina, Xinyi Yan, and Charles L. A. Clarke. 2021. Shallow pooling for sparse labels. CoRR abs/2109.00062 (2021).

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