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publications
CSIRO at TREC Clinical Decision Support Track
Published in In the proceedings of The Twenty-Sixth Text REtrieval Conference (TREC 2017) Proceedings, 2016
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Recommended citation: Sarvnaz Karimi, Sara Falamaki, Vincent Nguyen, "CSIRO at TREC Clinical Decision Support Track." In the proceedings of The Twenty-Sixth Text REtrieval Conference (TREC 2017) Proceedings, 2016.
CSIRO at 2017 TREC Precision Medicine Track
Published in In the proceedings of The Twenty-Sixth Text REtrieval Conference (TREC 2017) Proceedings, 2017
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Recommended citation: Vincent Nguyen, Sarvnaz Karimi, Sara Falamaki, Diego Molla, Cecile Paris, Stephen Wan, "CSIRO at 2017 TREC Precision Medicine Track." In the proceedings of The Twenty-Sixth Text REtrieval Conference (TREC 2017) Proceedings, 2017.
A2A: Benchmark Your Clinical Decision Support Search
Published in In the proceedings of The 41st International ACM SIGIR Conference on Research & Development in Information Retrieval, 2018
Recommended citation: Sarvnaz Karimi, Vincent Nguyen, Falk Scholer, Brian Jin, Sara Falamaki, "A2A: Benchmark Your Clinical Decision Support Search." In the proceedings of The 41st International ACM SIGIR Conference on Research & Development in Information Retrieval, 2018. http://doi.acm.org/10.1145/3209978.3210166
Benchmarking Clinical Decision Support Search
Published in Computing Research Repository, 2018
Recommended citation: Vincent Nguyen, Sarvnaz Karimi, Sara Falamaki, Cecile Paris, "Benchmarking Clinical Decision Support Search." Computing Research Repository, 2018. http://arxiv.org/abs/1801.09322
Question Answering in the Biomedical Domain
Published in In the proceedings of Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics: Student Research Workshop, 2019
Recommended citation: Vincent Nguyen, "Question Answering in the Biomedical Domain." In the proceedings of Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics: Student Research Workshop, 2019. https://www.aclweb.org/anthology/P19-2008
ANU-CSIRO at MEDIQA 2019: Question Answering Using Deep Contextual Knowledge
Published in In the proceedings of Proceedings of the 18th BioNLP Workshop and Shared Task, 2019
Recommended citation: Vincent Nguyen, Sarvnaz Karimi, Zhenchang Xing, "ANU-CSIRO at MEDIQA 2019: Question Answering Using Deep Contextual Knowledge." In the proceedings of Proceedings of the 18th BioNLP Workshop and Shared Task, 2019. https://www.aclweb.org/anthology/W19-5051
Investigating the Effect of Lexical Segmentation in Transformer-based Models on Medical Datasets
Published in In the proceedings of Proceedings of the The 17th Annual Workshop of the Australasian Language Technology Association, 2019
Recommended citation: Vincent Nguyen, Sarvnaz Karimi, Zhenchang Xing, "Investigating the Effect of Lexical Segmentation in Transformer-based Models on Medical Datasets." In the proceedings of Proceedings of the The 17th Annual Workshop of the Australasian Language Technology Association, 2019. https://www.aclweb.org/anthology/U19-1022
Pandemic Literature Search: Finding Information on COVID-19
Published in In the proceedings of Proceedings of the 18th Annual Workshop of the Australasian Language Technology Association, 2020
Recommended citation: Vincent Nguyen, Maciek Rybinski, Sarvnaz Karimi, Zhenchang Xing, "Pandemic Literature Search: Finding Information on COVID-19." In the proceedings of Proceedings of the 18th Annual Workshop of the Australasian Language Technology Association, 2020. https://aclanthology.org/2020.alta-1.11
Combining Shallow and Deep Representations for Text-Pair Classification
Published in In the proceedings of Proceedings of the 19th Annual Workshop of the Australasian Language Technology Association, 2021
Recommended citation: Vincent Nguyen, Sarvnaz Karimi, Zhenchang Xing, "Combining Shallow and Deep Representations for Text-Pair Classification." In the proceedings of Proceedings of the 19th Annual Workshop of the Australasian Language Technology Association, 2021. https://aclanthology.org/2021.alta-1.7
Cross-Domain Language Modeling: An Empirical Investigation
Published in In the proceedings of Proceedings of the 19th Annual Workshop of the Australasian Language Technology Association, 2021
Recommended citation: Vincent Nguyen, Sarvnaz Karimi, Maciej Rybinski, Zhenchang Xing, "Cross-Domain Language Modeling: An Empirical Investigation." In the proceedings of Proceedings of the 19th Annual Workshop of the Australasian Language Technology Association, 2021. https://aclanthology.org/2021.alta-1.22
A Self-Learning Resource-Efficient Re-Ranking Method for Clinical Trials Search
Published in In the proceedings of Proceedings of the 32nd ACM International Conference on Information and Knowledge Management, 2023
Recommended citation: Maciej Rybinski, Vincent Nguyen, Sarvnaz Karimi, "A Self-Learning Resource-Efficient Re-Ranking Method for Clinical Trials Search." In the proceedings of Proceedings of the 32nd ACM International Conference on Information and Knowledge Management, 2023. https://doi.org/10.1145/3583780.3615174
MedRedQA for Medical Consumer Question Answering: Dataset, Tasks, and Neural Baselines
Published in In the proceedings of Proceedings of the 13th International Joint Conference on Natural Language Processing and the 3rd Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics (Volume 1: Long Papers), 2023
Recommended citation: Vincent Nguyen, Sarvnaz Karimi, Maciej Rybinski, Zhenchang Xing, "MedRedQA for Medical Consumer Question Answering: Dataset, Tasks, and Neural Baselines." In the proceedings of Proceedings of the 13th International Joint Conference on Natural Language Processing and the 3rd Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics (Volume 1: Long Papers), 2023. https://aclanthology.org/2023.ijcnlp-main.42
Exploring Instructive Prompts for Large Language Models in the Extraction of Evidence for Supporting Assigned Suicidal Risk Levels
Published in In the proceedings of Proceedings of the 9th Workshop on Computational Linguistics and Clinical Psychology (CLPsych 2024), 2024
Recommended citation: Jiyu Chen, Vincent Nguyen, Xiang Dai, Diego Molla-Aliod, Cecile Paris, Sarvnaz Karimi, "Exploring Instructive Prompts for Large Language Models in the Extraction of Evidence for Supporting Assigned Suicidal Risk Levels." In the proceedings of Proceedings of the 9th Workshop on Computational Linguistics and Clinical Psychology (CLPsych 2024), 2024. https://aclanthology.org/2024.clpsych-1.17
talks
teaching
INFO1110 Academic Tutor
Undergraduate course, University of Sydney, Computer Science, 2018
INFO1110 (Introduction to Programming) Academic Tutor Semester 1
Tutored 2 classes on Wednesday 1-3 PM and Friday 8-10 AM every week for semester 1 in Python Fundamentals.
INFO1110/INFO1113 Academic Tutor
Undergraduate course, University of Sydney, Computer Science, 2018
INFO1110 (Introduction to Programming) Academic Tutor Semester 2
Tutored 1 class on Tuesday 10-1 PM every week for semester 2 in Python Fundamentals. These fundamentals include: iterators, classes, for/while loops, generators, packaging, programming idioms, functional programming and numpy.
INFO1113 Academic Tutor
Undergraduate course, University of Sydney, Computer Science, 2019
INFO1113 (Object Oriented Programming) Academic Tutor Summer School
Tutored 1 class on Monday, Wednesday, Friday 10 - 1 every week for Summer School in Object Oriented Design fundamentals in Java. These fundamentals include: design patterns, polymorphism, class hierarchy, functional lambdas, abstract classes/interfaces and stream API.
Master’s Student Supervisor
Master's Project, Australian National University, Computer Science, 2020
Supervised two masters students on their master’s project during my PhD candidature.
INFO1110 Academic Tutor
Undergraduate course, University of Sydney, Computer Science, 2020
INFO1110 (Introduction to Programming) Academic Tutor Semester 1
Tutored a class of students online during the COVID-19 pandemic
Summer Student Supervision
Summer Internship Superivison, CSIRO, Marsfield, 2024
Supervised five summer internships on various NLP topics such as question answering, positive unlabelled learning, counterfactual learning and hallucination reduction using LLMs.