. Anonymous, AI image recognition fooled by single pixel change. bbc.com, 2017.

J. Bardzell, Interaction criticism and aesthetics, Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, CHI '09, pp.2357-2366, 2009.

Y. Benkler, Freedom in the Commons: Towards a Political Economy of Information, Duke Law Journal, vol.52, pp.1245-1276, 2003.

J. Best and . Watson, The Inside Story of how the Jeopardy-Winning Supercomputer was Born, and What it Wants to do Next

D. Bikel and I. Zitouni, Multilingual Natural Language Processing Applications: From Theory to Practice, 2012.

J. Bonnefon, A. Shariff, and I. Rahwan, Autonomous vehicles need experimental ethics: Are we ready for utilitarian cars? CoRR, 2015.

A. M. Bornstein, Is Artificial Intelligence Permanently Inscrutable? Nautilus, 2016.

K. A. Brekke, G. Kipperberg, and K. Nyborg, Social interaction and responsibility ascription: The case for household recycling, Land Economics, vol.86, issue.4, pp.766-784, 2010.

D. Castelvecchi, Can we open the black box of AI?, Nature, vol.1, issue.538, pp.20-23, 2016.

C. Cookson, DeepMind computer teaches itself to become world's best Go player, Financial Times, 2017.

, European Commission. Key Enabling Technologies

, European Commission, General Annexes, G. Technology readiness levels (TRL), 2014.

N. Evans and S. C. Levinson, The myth of language universals: Language diversity and its im portance for cognitive science, Behavioral and Brain Sciences, vol.32, pp.429-492, 2009.

K. Fogel, Producing Open Source Software: How to Run a Successful Free Software Project, 2017.

A. Fokkens, M. Van-erp, M. Postma, T. Pedersen, P. Vossen et al., Offspring from reproduction problems: What replication failure teaches us, Proceedings of the 51st Annual Meeting of the Association for Computational Linguistics, pp.1691-1701, 2013.

B. Friedman, Value-sensitive design. interactions, vol.3, pp.16-23, 1996.

M. Gayford, Robot Art Raises Questions about Human Creativity. MIT Technology Review, 2016.

Y. Graham, Q. Ma, T. Baldwin, Q. Liu, C. Parra et al., Improving evaluation of documentlevel machine translation quality estimation, Proceedings of the 15th Conference of the European Chapter of the Association for Computational Linguistics, pp.356-361, 2017.

D. J. Hand, Classifier technology and the illusion of progress, Statistical Science, vol.21, issue.1, pp.1-14, 2006.

K. Kelly, The Myth of a Superhuman AI. Wired, 2017.

W. Knight, Google's Self-Training AI Turns Coders into Machine-Learning Masters, MIT Technology Review, 2018.

A. Kroulek, Crowd-Sourced Translation Goes Awry For Facebook. k international: the Language Blog, 2010.

T. S. Kuhn, The Structure of Scientific Revolutions, 1962.

M. Lafourcade, A. Joubert, and N. Le-brun, GWAPs for Natural Language Processing, pp.47-72, 2015.

C. L. Dantec, E. Poole, and S. Wyche, Values as Lived Experience: Evolving Value Sensitive Design in Support of Value Discovery, Conference on Human Factors in Computing Systems -Proceedings, pp.1141-1150, 2009.

O. Levy, Y. Goldberg, and I. Dagan, Improving Distributional Similarity with Lessons Learned from Word Embeddings, Transactions of the Association for Computational Linguistics, vol.3, pp.211-225, 2015.

T. Lewis, IBM's Watson says it can analyze your personality in seconds -but the results are all over the place, Business Insider UK, 2015.

I. Lunden, AWS ramps up in AI with new consultancy services and Rekognition features, 2017.

M. Masterman, The nature of a paradigm, Criticism and the Grown of Knowledge, pp.59-89, 1970.

R. Mcmillan, AI has arrived, and that really worries the world's brightest minds. Wired, 2015.

J. Metcalf, E. F. Keller, and D. Boyd, Perspectives on Big Data, Ethics, and Society, 2017.

E. Moreau, Identification of Natural Languages in the Limit: Exploring Frontiers of Finite Elasticity for General Combinatory Grammars, 12th conference on Formal Grammars, 2007.
URL : https://hal.archives-ouvertes.fr/hal-00487073

E. Moreau and C. Vogel, Weakly Supervised Approaches for Quality Estimation. Machine Translation, vol.27, pp.257-280, 2013.
URL : https://hal.archives-ouvertes.fr/hal-00860680

E. Moreau and C. Vogel, Limitations of MT Quality Estimation Supervised Systems: The Tails Prediction Problem, Proceedings of COLING 2014, the 25th International Conference on Computational Linguistics, pp.2205-2216, 2014.
URL : https://hal.archives-ouvertes.fr/hal-01066394

E. Moreau and C. Vogel, Multilingual word segmentation: Training many language-specific tokenizers smoothly thanks to the universal dependencies corpus, LREC2018: 11th edition of the Language Resources and Evaluation Conference, 2018.
URL : https://hal.archives-ouvertes.fr/hal-01822151

E. Moreau, F. Yvon, and O. Cappé, Robust Similarity Measures for Named Entities Matching, COLING 2008, pp.593-600, 2008.
URL : https://hal.archives-ouvertes.fr/hal-00487084

A. A. Newman, Translators Scoff at LinkedIn's Offer of $0 an Hour, New York Times, 2009.

J. Nivre, ?. Agi?, L. Ahrenberg, M. J. Aranzabe, M. Asahara et al.,

R. Nuzzo, How scientists fool themselves -and how they can stop, Nature, 2015.

. Oecd-data, Population with tertiary education, 2017.

J. Pearson, Why An AI-Judged Beauty Contest Picked Nearly All White Winners. Motherboard, 2016.

F. Popowich and C. Vogel, A logic based implementation of head-driven phrase structure grammar, Natural Language Understanding and Logic Programming, pp.227-246, 1991.

M. Roser and E. Ortiz-ospina,

I. Sample, Artificial Intelligence risks GM-style public backlash, experts warn. theguardian.com, 2017.

H. Schmid, Probabilistic Part-of-Speech Tagging Using Decision Trees, Proceedings of International Conference on New Methods in Language Processing, 1994.

J. R. Searle, Minds, brains, and programs, Behavioral and Brain Sciences, vol.3, issue.3, pp.417-424, 1980.

P. Sengers, K. Boehner, S. David, and J. J. Kaye, Reflective design, Proceedings of the 4th Decennial Conference on Critical Computing: Between Sense and Sensibility, CC '05, pp.49-58, 2005.

K. Shilton and S. Anderson, Blended, not bossy: Ethics roles, responsibilities and expertise in design, Interacting with Computers, vol.29, issue.1, pp.71-79, 2017.

J. Sneddon, Why Linux Users Make the Most Valuable Customers. OMG! Ubuntu!, 2017.

J. Titcomb, Facebook is listening to me': Why this conspiracy theory refuses to die. telegraph.co.uk, 2017.

A. Van-wynsberghe and S. Robbins, Ethicist as designer: A pragmatic approach to ethics in the lab, Science and Engineering Ethics, vol.20, issue.4, pp.947-961, 2014.

C. M. Vogel, U. Hahn, and H. Branigan, Cross-serial dependencies are not hard to process, Proceedings of the 16th International Conference on Computational Linguistics, vol.96, pp.157-62, 1996.

R. Yuste, S. Goering, B. A. Arcas, G. Bi, J. M. Carmena et al., Four ethical priorities for neurotechnologies and AI, Nature, vol.1, issue.551, pp.159-163, 2017.