Gabriela Ferraro


2020

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Transformer Semantic Parsing
Gabriela Ferraro | Hanna Suominen
Proceedings of the 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

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Domain Adaptation for Low-Resource Neural Semantic Parsing
Alvin Kennardi | Gabriela Ferraro | Qing Wang
Proceedings of the The 17th Annual Workshop of the Australasian Language Technology Association

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FindHer: a Filter to Find Women Experts
Gabriela Ferraro | Zoe Piper | Rebecca Hinton
Proceedings of the The 17th Annual Workshop of the Australasian Language Technology Association

2016

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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

2015

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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

2014

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Proceedings of the Australasian Language Technology Association Workshop 2014
Gabriela Ferraro | Stephen Wan
Proceedings of the Australasian Language Technology Association Workshop 2014

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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)

2013

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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)

2012

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How Does the Granularity of an Annotation Scheme Influence Dependency Parsing Performance?
Simon Mille | Alicia Burga | Gabriela Ferraro | Leo Wanner
Proceedings of COLING 2012: Posters