J. Allen, Natural language understanding, 1995.

K. Barnard and M. Johnson, Word Sense Disambiguation with Pictures, Artificial Intelligence, vol.167, issue.12, 2005.
DOI : 10.1016/j.artint.2005.04.009

URL : http://doi.org/10.1016/j.artint.2005.04.009

Y. Bengio, R. Ducharme, P. Vincent, and C. Jauvin, Neural Probabilistic Language Models, JMLR, vol.3, pp.1137-1155, 2003.
DOI : 10.1007/3-540-33486-6_6

URL : https://hal.archives-ouvertes.fr/hal-01434258

S. R. Branavan, H. Chen, L. Zettlemoyer, and R. Barzilay, Reinforcement learning for mapping instructions to actions, Proceedings of the Joint Conference of the 47th Annual Meeting of the ACL and the 4th International Joint Conference on Natural Language Processing of the AFNLP: Volume 1, ACL-IJCNLP '09, 2009.
DOI : 10.3115/1687878.1687892

D. L. Chen and R. J. Mooney, Learning to sportscast, Proceedings of the 25th international conference on Machine learning, ICML '08, 2008.
DOI : 10.1145/1390156.1390173

M. Collins and B. Roark, Incremental parsing with the perceptron algorithm, Proceedings of the 42nd Annual Meeting on Association for Computational Linguistics , ACL '04, 2004.
DOI : 10.3115/1218955.1218970

I. Daumé, H. Marcu, and D. , Learning as search optimization, Proceedings of the 22nd international conference on Machine learning , ICML '05, 2005.
DOI : 10.1145/1102351.1102373

J. Feldman, G. Lakoff, D. Bailey, S. Narayanan, T. Regier et al., L0-The first five years of an automated language acquisition project, Artificial Intelligence Review, vol.49, issue.1-2, pp.103-129, 1996.
DOI : 10.1007/BF00159218

M. Fleischman and D. Roy, Intentional context in situated natural language learning, Proceedings of the Ninth Conference on Computational Natural Language Learning, CONLL '05, 2005.
DOI : 10.3115/1706543.1706562

S. Harnad, The symbol grounding problem, Physica D: Nonlinear Phenomena, vol.42, issue.1-3, pp.335-346, 1990.
DOI : 10.1016/0167-2789(90)90087-6

R. J. Kate and R. J. Mooney, Learning Language Semantics from Ambiguous Supervision, AAAI '07, 2007.

Y. Li and J. Shawe-taylor, Using KCCA for Japanese???English cross-language information retrieval and document classification, Journal of Intelligent Information Systems, vol.5, issue.Apr, pp.117-133, 2006.
DOI : 10.1007/s10844-006-1627-y

P. Liang, M. I. Jordan, and D. Klein, Learning semantic correspondences with less supervision, Proceedings of the Joint Conference of the 47th Annual Meeting of the ACL and the 4th International Joint Conference on Natural Language Processing of the AFNLP: Volume 1, ACL-IJCNLP '09, 2009.
DOI : 10.3115/1687878.1687893

URL : http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.147.6250

D. Roy and E. Reiter, Connecting language to the world, Artificial Intelligence, vol.167, issue.1-2, pp.1-12, 2005.
DOI : 10.1016/j.artint.2005.06.002

S. J. Russell, P. Norvig, J. F. Canny, J. Malik, and D. D. Edwards, Artificial intelligence: a modern approach, 1995.

L. Shen, G. Satta, and A. Joshi, Guided Learning for Bidirectional Sequence Classification, ACL '07, 2007.

J. M. Siskind, Grounding language in perception, Artificial Intelligence Review, vol.12, issue.1, pp.371-391, 1994.
DOI : 10.1007/BF00849726

W. M. Soon, H. T. Ng, and D. C. Lim, A Machine Learning Approach to Coreference Resolution of Noun Phrases, Computational Linguistics, vol.20, issue.4, pp.521-544, 2001.
DOI : 10.1093/ijl/3.4.235

I. Tsochantaridis, T. Joachims, T. Hofmann, and Y. And-altun, Large Margin Methods for Structured and Interdependent Output Variables, JMLR, vol.6, pp.1453-1484, 2005.

T. Winograd, M. G. Barbour, and C. Stocking, Understanding natural language, Cognitive Psychology, vol.3, issue.1, 1972.
DOI : 10.1016/0010-0285(72)90002-3

Y. W. Wong and R. Mooney, Learning Synchronous Grammars for Semantic Parsing with Lambda Calculus, ACL '07, 2007.

C. Yu and D. H. Ballard, On the Integration of Grounding Language and Learning Objects, AAAI '04 Zettlemoyer, L. and Collins, M. Learning contextdependent mappings from sentences to logical form. In ACL '09, 2004.