Imitation learning for structured prediction in Natural Language Processing

Project Member(s): Piccardi, M.

Funding or Partner Organisation: Capital Markets Cooperative Research Centre - Capital Markets CRC (Capital Markets - CRC Scholarship (External))
Capital Markets Cooperative Research Centre - Capital Markets CRC (Capital Markets - CRC Scholarship (External))
Capital Markets Cooperative Research Centre - Capital Markets CRC (Capital Markets - CRC Scholarship (External))

Start year: 2017

Summary: The student has been awarded and has accepted a scholarship by CMCRC to enable the student to pursue a PhD in CMCRC's doctoral program, the terms and conditions for the award of the scholarship having been set out in a letter signed by CMCRC and the student ("scholarship offer letter")

Publications:

Jauregi Unanue, I, Haffari, G & Piccardi, M 2023, 'T3L: Translate-and-Test Transfer Learning for Cross-Lingual Text Classification', Transactions of the Association for Computational Linguistics, vol. 11, pp. 1147-1161.
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Jauregi Unanue, I, Esmaili, N, Haffari, G & Piccardi, M 1970, 'Leveraging Discourse Rewards for Document-Level Neural Machine Translation', Proceedings of the 28th International Conference on Computational Linguistics, Proceedings of the 28th International Conference on Computational Linguistics, International Committee on Computational Linguistics, Barcelona, Spain, pp. 4467-4482.
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Jauregi Unanue, I, Zare Borzeshi, E, Esmaili, N & Piccardi, M 1970, 'ReWE: Regressing Word Embeddings for Regularization of Neural Machine Translation Systems', Proceedings of the 2019 Conference of the North, Proceedings of the 2019 Conference of the North, Association for Computational Linguistics, Minneapolis, pp. 430-436.
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Unanue, IJ, Arratibel, LG, Borzeshi, EZ & Piccardi, M 1970, 'English-Basque statistical and neural machine translation', LREC 2018 - 11th International Conference on Language Resources and Evaluation, Language Resources and Evaluation Conference, European Language Resource Association, Miyazaki, Japan, pp. 880-885.

Jauregi Unanue, I, Zare Borzeshi, E & Piccardi, M 1970, 'A Shared Attention Mechanism for Interpretation of Neural Automatic Post-Editing Systems', Proceedings of the 2nd Workshop on Neural Machine Translation and Generation, Proceedings of the 2nd Workshop on Neural Machine Translation and Generation, Association for Computational Linguistics, Melbourne, Australia, pp. 11-17.
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Unanue, IJ, Borzeshi, EZ & Piccardi, M 2017, 'Recurrent neural networks with specialized word embeddings for health-domain named-entity recognition', Journal of Biomedical Informatics, vol. 76, no. December 2017, pp. 102-109.
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FOR Codes: Natural Language Processing, Computer Software and Services not elsewhere classified, Information systems, technologies and services

Acknowledgement of Country

UTS acknowledges the Gadigal people of the Eora Nation, the Boorooberongal people of the Dharug Nation, the Bidiagal people and the Gamaygal people, upon whose ancestral lands our university stands. We would also like to pay respect to the Elders both past and present, acknowledging them as the traditional custodians of knowledge for these lands.