Recent publications

  1. Beck D, Cohn T. Learning Kernels over Strings using Gaussian Processes. Proceedings of IJCNLP. 2017, Vol. 2.
  2. Beck D. Modelling Representation Noise in Emotion Analysis using Gaussian Processes. Proceedings of IJCNLP. 2017.
  3. Beck D, Specia L, Cohn T. Exploring Prediction Uncertainty in Machine Translation Quality Estimation. 20th Conference on Computational Natural Language Learning (CoNLL). 2016.
  4. Beck D, Vlachos A, Paetzold GH, Specia L. SHEF-MIME: Word-level Quality Estimation Using Imitation Learning. Proceedings of WMT16. 2016, Vol. 2.
  5. Beck D, De Gispert A, Iglesias G, Waite A, Byrne B. Speed-Constrained Tuning for Statistical Machine Translation Using Bayesian Optimization. Proceedings of NAACL. 2016.
  6. Aker A, Blain F, Duque A, Fomicheva M, Seva J, Shah K, Beck D. USFD at SemEval-2016 Task 1: Putting different State-of-the-Arts into a Box. Proceedings of SemEval. 2016.
  7. Scarton C, Beck D, Shah K, Smith KS, Specia L. Word embeddings and discourse information for Machine Translation Quality Estimation. Proceedings of WMT16. 2016, Vol. 2.
  8. Beck D, Cohn T, Hardmeier C, Specia L. Learning Structural Kernels for Natural Language Processing. Transactions of the Association for Computational Linguistics. 2015, Vol. 3.
  9. Shah K, Logacheva V, Paetzold GH, Blain F, Beck D, Bougares F, Specia L. SHEF-NN : Translation Quality Estimation with Neural Networks. Proceedings of WMT. 2015.
  10. Beck D. Bayesian Kernel Methods for Natural Language Processing. Proceedings of ACL Student Research Workshop. 2014.
  11. Beck D, Cohn T, Specia L. Joint emotion analysis via multi-task gaussian processes. 2014 Conference on Empirical Methods In Natural Language Processing (EMNLP). 2014.
  12. Beck D, Shah K, Specia L. SHEF-Lite 2.0 : Sparse Multi-task Gaussian Processes for Translation Quality Estimation. Proceedings of WMT14. 2014.
  13. Beck D, Specia L, Cohn T. Reducing Annotation Effort for Quality Estimation via Active Learning. 51st Annual Meeting of the Association for Computational Linguistics (ACL). ACL Anthology. 2013.
  14. Beck D, Shah K, Cohn T, Specia L. SHEF-Lite: When Less is More for Translation Quality Estimation. ACL 2013 Workshop on Statistical Machine Translation (WMT). ACL Anthology. 2013.
  15. Beck D, Caseli H. Tree-based Statistical Machine Translation: Experiments with the English and Brazilian Portuguese Pair. Learning and Nonlinear Models. 2013, Vol. 11.

View a full list of publications on the University of Melbourne’s ‘Find An Expert’ profile