R. Collobert, J. Weston, L. Bottou, M. Karlen, K. Kavukcuoglu et al., Natural language processing (almost) from scratch, Journal of Machine Learning Research, vol.12, pp.2493-2537, 2011.

M. C. De-marneffe and C. D. Manning, The stanford typed dependencies representation, Coling 2008: proceedings of the workshop on cross-framework and cross-domain parser evaluation, pp.1-8, 2008.

M. R. Gormley, Graphical Models with Structured Factors, Neural Factors, and Approximation-Aware Training, 2015.

M. R. Gormley, M. Yu, and M. Dredze, Improved relation extraction with featurerich compositional embedding models, Proceedings of the 2015 Conference on Empirical Methods in Natural Language Processing, pp.1774-1784, 2015.
DOI : 10.18653/v1/d15-1205

URL : https://doi.org/10.18653/v1/d15-1205

Y. Lecun, L. Jackel, L. Bottou, A. Brunot, C. Cortes et al., Comparison of learning algorithms for handwritten digit recognition, International Conference on Artificial Neural Networks, vol.60, pp.53-60, 1995.

O. Levy and Y. Goldberg, Dependency-based word embeddings, Proceedings of the 52nd Annual Meeting of the Association for Computational Linguistics, pp.302-308, 2014.
DOI : 10.3115/v1/p14-2050

URL : https://doi.org/10.3115/v1/p14-2050

C. Liu, W. Sun, W. Chao, and W. Che, Convolution neural network for relation extraction, International Conference on Advanced Data Mining and Applications, pp.231-242, 2013.
DOI : 10.1007/978-3-642-53917-6_21

M. Ma, L. Huang, B. Zhou, and B. Xiang, Dependency-based convolutional neural networks for sentence embedding, The Association for Computer Linguistics, pp.174-179, 2015.
DOI : 10.3115/v1/p15-2029

URL : https://doi.org/10.3115/v1/p15-2029

T. Mikolov, I. Sutskever, K. Chen, G. S. Corrado, and J. Dean, Distributed representations of words and phrases and their compositionality, Advances in neural information processing systems, pp.3111-3119, 2013.

T. H. Nguyen and R. Grishman, Relation extraction: Perspective from convolutional neural networks, Proceedings of the 1st Workshop on Vector Space Modeling for Natural Language Processing, pp.39-48, 2015.
DOI : 10.3115/v1/w15-1506

URL : https://doi.org/10.3115/v1/w15-1506

W. Tau-yih, X. H. 0001, and C. Meek, Semantic parsing for single-relation question answering, The Association for Computer Linguistics, pp.643-648, 2014.

M. Yu, M. R. Gormley, and M. Dredze, Factor-based compositional embedding models, In: In NIPS Workshop on Learning Semantics, 2014.

D. Zeng, K. Liu, S. Lai, G. Zhou, and J. Zhao, Relation classification via convolutional deep neural network, COLING 2014, 25th International Conference on Computational Linguistics, Proceedings of the Conference: Technical Papers, pp.2335-2344, 2014.