Lanqin Yuan, Tianyu Wang, Gabriela Ferraro, Hanna Suominen & Marian-Andrei Rizoiu (2023) Transfer Learning for Hate Speech Detection in Social Media. Journal of Computational Social Science. DOI 10.1007/s42001-023-00224-9

Jessica Spijkers, Jessica Ford, Chris Wilcox, Sean Pascoe, Gabriela Ferraro, Elizabeth Drew, Brian Jin, Stephen Wan (2023) Estimating illegal fishing across the Indian Ocean. Indian Ocean Maritime and Strategic Section. Department of Foreign Affairs and Trade. Project Reference 21/9719#2. CSIRO.

Gabriela Ferraro and Ho-Pun Lam. Natural Language Processing Techniques for Normative Mining. Journal of Applied Logics (2021) V.8, number 4, pages: 941-974.

Nicholas I.H. Kuo, Mehrtash Harandi, Nicolas Fourrier, Christian Walder, Gabriela Ferraro and Hanna Suominen. Plastic and Stable Gated Classifiers for Continual Learning In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition. 2021. 3553-3558.

Nicholas I.H. Kuo, Mehrtash Harandi, Nicolas Fourrier, Christian Walder, Gabriela Ferraro and Hanna Suominen. Learning to Continually Learn Rapidly from Few and Noisy Data arxiv.org

Gabriela Ferraro, Hanna Suominen. (2020). Transformer Semantic Parsing. In Proceedings of the 18th Annual Workshop of the Australasian Language Technology Association. Pages: 121–126.

Ferraro, Gabriela, Loo Gee, Brendan, Ji, Shenjia, Salvador-Carulla, Luis. (2020). Lightme: analysing language in internet support groups for mental health. Health Information Science and Systems. 8. 10.1007/s13755-020-00115-7.

Lopez-Segui Francesc, Walsh Sandra, Solans Oscar, adroher Mas, Ferraro Gabriela, Garcia Altes Anna, Garcia-Cuyas Francesc, Salvador-Carulla Luis, Vidal Allaball Josep. Lopez-Segui Francesc, Walsh Sandra, Solans Oscar, adroher Mas, Ferraro Gabriela, Garcia Altes Anna, Garcia-Cuyas Francesc, Salvador-Carulla Luis, Vidal Allaball Josep. Teleconsultation Between Patients and Healthcare Professionals in the Catalan Primary Care Service: Descriptive Analysis through Message Annotation in a Retrospective Cross-Sectional Study. Journal Medical Internet Research 2020; 22(9):e19149. DOI: 10.2196/19149

Nicholas I.H. Kuo, Mehrtash Harandi, Nicolas Fourrier, Christian Walder, Gabriela Ferraro and Hanna Suominen. MTL2L: A Context Aware Neural Optimiser. ICML Workshop on Automated Machine Learning (AutoML), 2020.

Nicholas I.H. Kuo, Mehrtash Harandi, Nicolas Fourrier, Christian Walder, Gabriela Ferraro and Hanna Suominen. M2SGD: Learning to Learn Important Weights. IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), 2020, pp. 957-964. doi: 10.1109/CVPRW50498.2020.00126.

Nicholas I.H. Kuo, Mehrtash Harandi, Nicolas Fourrier, Christian Walder, Gabriela Ferraro and Hanna Suominen. An Input Residual Connection for Simplifying Gated Recurrent Neural Networks International Joint Conference on Neural Networks (IJCNN), 2020, pp. 1-8. doi: 10.1109/IJCNN48605.2020.9207238.

Gabriela Ferraro, Ho-Pun Lam, Silvano Colombo Tosatto, Francesco Olivieri, Mohammad Badiul Islam, Nick van Beest, Guido Governatori. Automatic Extraction of Legal Norms: Evaluation of Natural Language Processing Tools. In: Sakamoto M., Okazaki N., Mineshima K., Satoh K. (eds) New Frontiers in Artificial Intelligence. JSAI-isAI 2019. Lecture Notes in Computer Science, vol 12331. Springer, Cham. https://doi.org/10.1007/978-3-030-58790-1_5 REGTECH DATASET

Gabriela Ferraro, Zoe Piper, Rebecca Hinton. FindHer: A Filter to Find Women Experts. In proceddings of The 17th Annual Workshop of the Australasian Language Technology Association (ALTW 2019), pages 87–93, 2019. Sydney, Australia.

Gabriela Ferraro, Ho-Pun Lam, Silvano Colombo Tosatto, Francesco Olivieri, Mohammad Badiul Islam, Nick van Beest, Guido Governatori. Automatic Extraction of Legal Norms: Evaluation of Natural Language Processing Tools. In proceddings of Thirteenth International Workshop on Juris-informatics (JURISIN 2019) Associated with JSAI International Symposia on AI 2019 (IsAI-2019), Tokyo, Japan. REGTECH DATASET

Alvin Kenardi, Gabriela Ferraro, Qing Wang. Domain Adaptation for Low-Resource Neural Semantic Parsing. In proceddings of The 17th Annual Workshop of the Australasian Language Technology Association, ALTW 2019. Sydney, Australia.

Marian-Andrei Rizoiu, Tianyu Wang, Gabriela Ferraro, Hanna Suominen. Transfer Learning for Hate Speech Detection in Social Media. . 10 June, 2019.

Nicholas I.H. Kuo, Mehrtash Harandi, Nicolas Fourrier, Christian Walder, Gabriela Ferraro and Hanna Suominen. DecayNet: A Study on the Cell States of Long Short Term Memories

Dilesha Seneviratne, Shlomo Geva, Guido Zuccon, Gabriela Ferraro and Magali Meireles. Linking Patents to Knowledge Sources: A Context Matching Technique using Automatic Patent Classification. In proceddings of the 2018 Australasian Document Computing Symposium (ADCS '18). ACM, New York, NY, USA.

Hanna Suominen, Gabriela Ferraro, Jaume Nualart and Leif Hanlen. User Study for Measuring Linguistic Complexity and Its Reduction by Technology on a Patent Website. In proceedings of the Interactive Machine Learning and Semantic Information Retrieval Workshop at the Thirty-fourth International Conference on Machine Learning (ICML'17). Sydney, Australia, August, 2017.

Lizhen Qu, Gabriela Ferraro, Liyuan Zhou, Weiwei Hou and Timothy Baldwin. Entity Recognition for Novel Types by Transfer Learning. In Proceedings of the Conference on Empirical Methods in Natural Language Processing (EMNLP). Austin, Texas, USA, November 1-4, pages: 899-905, 2016.

Leo Wanner, Gabriela Ferraro, Pol Moreno. Towards Distributional Semantics-Based Classification of Collocations for Collocation Dictionaries. International Journal of Lexicography, Volume 30, Issue 2, 1, pages 167–186, June 2016.

Mireles Magali, Gabriela Ferraro and Geva Shlomo. Four patent classification problems in information management: A review of the literature and a determination of the four essential questions for future research. Information Research. Vol. 21 No. 1, March, 2016.

Mona Golestan Far, Scott Sanner, Mohamed Reda Bouadjenek, Gabriela Ferraro, and David Hawking. 2015. On Term Selection Techniques for Patent Prior Art Search. In Proceedings of the 38th International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR '15). ACM, New York, NY, USA, pages 803-806.

Lizhen Qu, Gabriela Ferraro, Liyuan Zhou, Weiwei Hou, Nathan Schneider, Timothy Baldwin. Big Data Small Data, In Domain Out-of Domain, Known Word Unknown Word: The Impact of Word Representation on Sequence Labelling Tasks Proceedings of the Nineteenth Conference on Computational Natural Language Learning (CoNLL), Association for Computational Linguistics, pages 83-93. Beijing, China.

Hanna Suominen, Liyuan Zhou, Leif Hanlen and Gabriela Ferraro. Benchmarking Clinical Speech Recognition and Information Extraction: New Data, Methods and Evaluations. JMIR Medical Informatics. JMIR Medical Informatics 2015 3(2), e19.

Mohamed Reda Bouadjenek, Scott Sanner, and Gabriela Ferraro. 2015. A study of query reformulation for patent prior art search with partial patent applications. In Proceedings of the 15th International Conference on Artificial Intelligence and Law (ICAIL '15). ACM, New York, NY, USA, pages 23-32.

Dilesha Seneviratne, Shlomo Geva, Guido Zuccon, Gabriela Ferraro, Timothy Chappell, and Magali Meireles. A Signature Approach to Patent Classification "Information Retrieval Technology: 11th Asia Information Retrieval Societies Conference, AIRS 2015, Brisbane, QLD, Australia, December 2-4, 2015. Chapter: A Signature Approach to Patent Classification, pages: 413--419. ISBN: 978-3-319-28940-3. Springer International Publishing.

Gabriela Ferraro, Sthepen Wan. (2014) Editors. Proceedings of the Australasian Language Technology Association Workshop 2014. November 2014. Melbourne, Australia.

Gabriela Ferraro, Rogelio Nazar, Margarita Alonso Ramos, Leo Wanner. (2014). Towards Advanced Collocation Error Correction in Spanish Learner Corpora. Language Resources and Evaluation: Volume 48, Issue 1 (2014), Page 45-64. Springer Netherlands.

Gabriela Ferraro, Hanna Suominen, Jaume Nualart. (2014). Segmentation of patent claims for improving their readability. In Proceedings of the 3rd Workshop on Predicting and Improving Text Readability for Target Reader Populations held in conjunction with the 14th Conference of the European Chapter of the Association for Computational Linguistics. P. 66. ISBN 978-1-937284-91-6. April 27, 2014. Gothenburg, Sweden.

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Donglu Wang, Gabriela Ferraro, Hanna Suominen, and Osmat A. Jefferson. (2014). In Proceedings of the 2014 Australasian Document Computing Symposium (ADCS '14) J. Shane Culpepper, Laurence Park, and Guido Zuccon (Eds.). ACM, New York, NY, USA, Pages 117, 4 pages. Automated Categorisation of Patent Claims that Reference Human Genome Sequences. --> Poster <--

Jaume Nualart, Gabriela Ferraro. Towards a Rhizomatic Narrative. The Search is Over!. International Conference on Theory and Practice of Digital Libraries and the Joint Conference of Digital Libraries 2014. London, UK.

Hanna Suominen, Tobias Schreck, Gondy Leroy, Harry Hochheiser, Lorraine Goeuriot, Liadh Kelly, Danielle L. Mowery, Jaume Nualart, Gabriela Ferraro and Daniel A. Keim. (2014). Task 1 of the {CLEF} eHealth Evaluation Lab 2014. CLEF Working Notes. CEUR} Workshop Proceedings. Volume 1180, pages: 1--30. Publisher = CEUR-WS.org

Suomimen Hanna and Gabriela Ferraro . (2013). Noise in Speech-toText Voice: Analysis of Errors and Feasibility of Phonetic Similarity of Their Correction. Australasian Language Technology Workshop (ALTA).

Alicia Burga, Joan Codina, Gabriela Ferraro, Horacio Saggion, Leo Wanner. (2013). The challenge of syntactic dependency parsing adaptation for the patent domain. ESSLLI-13 Workshop on Extrinsic Parse Improvement (EPI).

Paul Moreno, Gabriela Ferraro, Leo Wanner. (2013). Can we determine the semantics of collocations without using semantics? ELEX - Electronic lexicography in the 21st century.

Simon Mille, Alicia Burga, Gabriela Ferraro , Leo Wanner. (2012). How Does the granularity of an Annotation Scheme Influence Dependency Parsing Performance? Conference on Computational Linguistics, COLING 2012, Mumbai, India.

Gabriela Ferraro. (2012). Towards deep content extraction: The case of verbal relations in patent claims. Department of Information and Communication Technologies. PhD Thesis.

Luz Rello, Gabriela Ferraro, Iria Gayo. (2012). A First Approach to the Automatic Detection of Zero Subjects and Impersonal Constructions in Portuguese. Procesamiento de Lenguaje Natural 49:163-169.

Gabriela Ferraro, Leo Wanner. (2012). Labeling Semantically Motivated Clusters of Verbal Relations. Procesamiento de Lenguaje Natural 49:129-137.

Gabriela Ferraro. (2012). Algoritmo supervisado para la detección de unidades discursivas: el caso de las reinvindicaciones de patentes. In Izaskun Elorza, Ovidi Carbonell i Cortés, Reyes Albarrán, Blanca García Riaza, Miriam Pérez-Veneros (eds.). Empiricism and Analytical Tools for 21st Century Applied Linguistics. Selected papers from the XXIX International Conference of the Spanish Association of Applied Linguistics (AESLA). 973-986. Salamanca: Ediciones Universidad de Salamanca. ISBN 978-84-9012-154-2.

Alonso Ramos Margarita, Leo Wanner, Vinsze Orzy, Gabriela Ferraro, Rogelio Nazar. (2011). Annotation of collocations in a learner corpus for building a learning environment. Learner Corpus Research Conference. Louvain-la-Neuve, Belgium.

Gabriela Ferraro, Rogelio Nazar, Leo Wanner. (2011). Collocations: A Challenge in Computer-Assisted Language Learning. Meaning-Text Theory Conference. Barcelona, Spain.

Leo Wanner, Gabriela Ferraro, Rogelio Nazar. (2011). User need-driven compilation of collocations dictionaries from corpora. ELEX - Electronic lexicography in the 21st century. Bled, Slovenia.

Luz Rello, Gabriela Ferraro, Alicia Burga. (2011). Error Analysis for the Improvement of Subject Ellipsis Detection. Procesamiento de Lenguaje Natural. 47:223–230.

Leo Wanner, Stephen Bott, Nadjet Bouayad-Agha, Gerard Casamayor, Gabriela Ferraro, Johannes Graën, Joan Codina, Francois Lareau, Simon Mille, Vanesa Vidal. (2011). Paraphrasing and Multilingual Summarization of Patent Claims. PATExpert: A Next Generation Patent Processing Service.

Gabriela Ferraro, Leo Wanner. (2011). Towards the derivation of verbal content relations from patent claims using deep syntactic structures. Knowledge-Based Systems. 24:1233-1244.

Nadjet Bouayad-Agha, Gerard Casamayor, Gabriela Ferraro, Simon Mille, Vanesa Vidal, Leo Wanner. (2009). Improving the comprehension of legal documentation: the case of patent claims. ICAIL - The 12th International Conference on Artificial Intelligence and Law :78-87.

Iria da Cunha, Gabriela Ferraro , María Teresa Cabré. (2009). Propuesta de etiquetaje discursivo y sintáctico-comunicativo orientado a la evaluación de un modelo lingüístico de resumen automático. Applied Linguistics Now: Understanding Language and Mind. Murcia, Spain.

Nadjet Bouayad-Agha, Gerard Casamayor, Gabriela Ferraro, Leo Wanner. (2009). Simplification of Patent Claim Sentences for their Paraphrasing and Summarization. FLAIRS - Florida Artificial Intelligence Research Society Conference. Florida, USA.