Vincent Nguyen

ANU-CSIRO at MEDIQA 2019: Question Answering Using Deep Contextual Knowledge

2019

We report on our system for textual inference and question entailment in the medical domain for the ACL BioNLP 2019 Shared Task, MEDIQA. Textual inference is the task of finding the semantic relationships between pairs …

Align then Summarize: Automatic Alignment Methods for Summarization\n Corpus Creation

2020 · arXiv (Cornell University)

Summarizing texts is not a straightforward task. Before even considering text\nsummarization, one should determine what kind of summary is expected. How much\nshould the information be compressed? Is it relevant to reformulate or should\nthe summary stick …

A Self-Learning Resource-Efficient Re-Ranking Method for Clinical Trials Search

2023

Complex search scenarios, such as those in biomedical settings, can be challenging. One such scenario is matching a patient's profile to relevant clinical trials. There are multiple criteria that should match for a document (clinical …

OpenNMT: Neural Machine Translation Toolkit

2018 · arXiv (Cornell University)

OpenNMT is an open-source toolkit for neural machine translation (NMT). The system prioritizes efficiency, modularity, and extensibility with the goal of supporting NMT research into model architectures, feature representations, and source modalities, while maintaining competitive …