数据集WordNet-WN11

数据集：

WN11是WordNet的子集，包含11种关系和38k种实体。

https://download.csdn.net/download/qq_21097885/11012909

类别	数量
#Relation	11
#Entity	38,588
#Train	112,581
#Valid	2,609
#Test	10,544

相关论文：

• TransE: Translating Embeddings for Modeling Multi-relational Data
• TransH: Knowledge Graph Embedding by Translating on Hyperplanes
• TransR: Learning Entity and Relation Embeddings for Knowledge Graph Completion
• TransD: Knowledge Graph Embedding via Dynamic Mapping Matrix
• KG2E: Learning to Represent Knowledge Graphs with Gaussian Embedding

实验结果：

model	unif	bern
TransE [1]	75.9	75.9
TransH [2]	77.7	78.8
TransR [3]	85.5	85.9
TransD [4]	85.6	86.4
KG2E [5]	83.6	85.4

参考文献：

[1] Bordes, A., et al., Translating Embeddings for Modeling Multi-relational Data, in Advances in Neural Information Processing Systems 26: 27th Annual Conference on Neural Information Processing Systems 2013. Proceedings of a meeting held December 5-8, 2013, Lake Tahoe, Nevada, United States. 2013. p. 2787-2795.

[2] Wang, Z., et al., Knowledge Graph Embedding by Translating on Hyperplanes, in Proceedings of the Twenty-Eighth AAAI Conference on Artificial Intelligence, July 27 -31, 2014, Québec City, Québec, Canada. 2014. p. 1112-1119.

[3] Lin, Y., et al., Learning Entity and Relation Embeddings for Knowledge Graph Completion, in Proceedings of the Twenty-Ninth AAAI Conference on Artificial Intelligence, January 25-30, 2015, Austin, Texas, USA. 2015. p. 2181-2187.

[4] Ji, G., et al., Knowledge Graph Embedding via Dynamic Mapping Matrix, in Proceedings of the 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing of the Asian Federation of Natural Language Processing, ACL 2015, July 26-31, 2015, Beijing, China, Volume 1: Long Papers. 2015. p. 687-696.

[5] He, S., et al., Learning to Represent Knowledge Graphs with Gaussian Embedding, in Proceedings of the 24th ACM International Conference on Information and Knowledge Management, CIKM 2015, Melbourne, VIC, Australia, October 19 - 23, 2015. 2015. p. 623-632.