Gabriela Ferraro
2020
Transformer Semantic Parsing
Gabriela Ferraro | Hanna Suominen
Proceedings of the 18th Annual Workshop of the Australasian Language Technology Association
Gabriela Ferraro | Hanna Suominen
Proceedings of the 18th Annual Workshop of the Australasian Language Technology Association
In neural semantic parsing, sentences are mapped to meaning representations using encoder-decoder frameworks. In this paper, we propose to apply the Transformer architecture, instead of recurrent neural networks, to this task. Experiments in two data sets from different domains and with different levels of difficulty show that our model achieved better results than strong baselines in certain settings and competitive results across all our experiments.
2019
Domain Adaptation for Low-Resource Neural Semantic Parsing
Alvin Kennardi | Gabriela Ferraro | Qing Wang
Proceedings of the 17th Annual Workshop of the Australasian Language Technology Association
Alvin Kennardi | Gabriela Ferraro | Qing Wang
Proceedings of the 17th Annual Workshop of the Australasian Language Technology Association
FindHer: a Filter to Find Women Experts
Gabriela Ferraro | Zoe Piper | Rebecca Hinton
Proceedings of the 17th Annual Workshop of the Australasian Language Technology Association
Gabriela Ferraro | Zoe Piper | Rebecca Hinton
Proceedings of the 17th Annual Workshop of the Australasian Language Technology Association
2016
Named Entity Recognition for Novel Types by Transfer Learning
Lizhen Qu | Gabriela Ferraro | Liyuan Zhou | Weiwei Hou | Timothy Baldwin
Proceedings of the 2016 Conference on Empirical Methods in Natural Language Processing
Lizhen Qu | Gabriela Ferraro | Liyuan Zhou | Weiwei Hou | Timothy Baldwin
Proceedings of the 2016 Conference on Empirical Methods in Natural Language Processing
2015
Big Data Small Data, In Domain Out-of Domain, Known Word Unknown Word: The Impact of Word Representations on Sequence Labelling Tasks
Lizhen Qu | Gabriela Ferraro | Liyuan Zhou | Weiwei Hou | Nathan Schneider | Timothy Baldwin
Proceedings of the Nineteenth Conference on Computational Natural Language Learning
Lizhen Qu | Gabriela Ferraro | Liyuan Zhou | Weiwei Hou | Nathan Schneider | Timothy Baldwin
Proceedings of the Nineteenth Conference on Computational Natural Language Learning
2014
Proceedings of the Australasian Language Technology Association Workshop 2014
Gabriela Ferraro | Stephen Wan
Proceedings of the Australasian Language Technology Association Workshop 2014
Gabriela Ferraro | Stephen Wan
Proceedings of the Australasian Language Technology Association Workshop 2014
Segmentation of patent claims for improving their readability
Gabriela Ferraro | Hanna Suominen | Jaume Nualart
Proceedings of the 3rd Workshop on Predicting and Improving Text Readability for Target Reader Populations (PITR)
Gabriela Ferraro | Hanna Suominen | Jaume Nualart
Proceedings of the 3rd Workshop on Predicting and Improving Text Readability for Target Reader Populations (PITR)
2013
Noise in Speech-to-Text Voice: Analysis of Errors and Feasibility of Phonetic Similarity for Their Correction
Hanna Suominen | Gabriela Ferraro
Proceedings of the Australasian Language Technology Association Workshop 2013 (ALTA 2013)
Hanna Suominen | Gabriela Ferraro
Proceedings of the Australasian Language Technology Association Workshop 2013 (ALTA 2013)