no code implementations • WMT (EMNLP) 2021 • Melissa Ailem, Jingshu Liu, Raheel Qader
This paper describes Lingua Custodia’s submission to the WMT21 shared task on machine translation using terminologies.
no code implementations • JEP/TALN/RECITAL 2022 • Melissa Ailem, Jingshu Liu, Raheel Qader
Empirical results show that our method improves upon related baselines in terms of both BLEU score and the percentage of generated constraint terms.
no code implementations • 26 Jan 2024 • Pau Rodriguez Inserte, Mariam Nakhlé, Raheel Qader, Gaetan Caillaut, Jingshu Liu
We show that through careful fine-tuning on both financial documents and instructions, these foundation models can be adapted to the target domain.
no code implementations • 14 Nov 2021 • Jingshu Liu, Patricia J Allen, Luke Benz, Daniel Blickstein, Evon Okidi, Xiao Shi
Significant advancements have been made in recent years to optimize patient recruitment for clinical trials, however, improved methods for patient recruitment prediction are needed to support trial site selection and to estimate appropriate enrollment timelines in the trial design stage.
no code implementations • EMNLP (ClinicalNLP) 2020 • Zachariah Zhang, Jingshu Liu, Narges Razavian
In this paper, we propose a machine learning model, BERT-XML, for large scale automated ICD coding from EHR notes, utilizing recently developed unsupervised pretraining that have achieved state of the art performance on a variety of NLP tasks.
no code implementations • 17 Sep 2019 • Jingshu Liu, Yuan Li
With the powerful learning capabilities of convolutional neural networks(CNN), autonomous learning to extract features from images and fitting the nonlinear relationships from image space to task space is achieved, which can greatly facilitate the image based visual servo procedure.
1 code implementation • Machine Learning for Health Care conference 2018 • Jingshu Liu, Zachariah Zhang, Narges Razavian
Early detection of preventable diseases is important for better disease management, improved inter-ventions, and more efficient health-care resource allocation.
1 code implementation • COLING 2018 • Jingshu Liu, Emmanuel Morin, Pe{\~n}a Saldarriaga
Extracting a bilingual terminology for multi-word terms from comparable corpora has not been widely researched.
no code implementations • JEPTALNRECITAL 2018 • Jingshu Liu, Emmanuel Morin, Sebasti{\'a}n Pe{\~n}a Saldarriaga
Nous proposons dans cet article une adaptation de l{'}approche compositionnelle {\'e}tendue capable d{'}aligner des termes de longueurs variables {\`a} partir de corpus comparables, en modifiant la repr{\'e}sentation des termes complexes.