QAGCN: Answering Multi-relation Questions via Single-Step Implicit Reasoning over Knowledge Graphs

Author:

Wang RuijieORCID,Rossetto LucaORCID,Cochez MichaelORCID,Bernstein AbrahamORCID

Publisher

Springer Nature Switzerland

Reference32 articles.

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2. Bollacker, K.D., Evans, C., Paritosh, P.K., Sturge, T., Taylor, J.: Freebase: a collaboratively created graph database for structuring human knowledge. In: Wang, J.T. (ed.) Proceedings of the ACM SIGMOD International Conference on Management of Data, SIGMOD 2008, Vancouver, BC, Canada, June 10-12, 2008, pp. 1247–1250. ACM (2008). https://doi.org/10.1145/1376616.1376746

3. Bordes, A., Chopra, S., Weston, J.: Question answering with subgraph embeddings. In: Moschitti, A., Pang, B., Daelemans, W. (eds.) Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing, EMNLP 2014, October 25-29, 2014, Doha, Qatar, A meeting of SIGDAT, a Special Interest Group of the ACL, pp. 615–620. ACL (2014). https://doi.org/10.3115/v1/d14-1067

4. Bordes, A., Usunier, N., Chopra, S., Weston, J.: Large-scale simple question answering with memory networks. CoRR abs/1506.02075 (2015). http://arxiv.org/abs/1506.02075

5. Das, R., et al.: Go for a walk and arrive at the answer: reasoning over paths in knowledge bases using reinforcement learning. In: 6th International Conference on Learning Representations, ICLR 2018, Vancouver, BC, Canada, April 30 - May 3, 2018, Conference Track Proceedings. OpenReview.net (2018). https://openreview.net/forum?id=Syg-YfWCW

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