Browsing by Author "Nguyen, Thien"

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Advancing Clinical Natural Language Processing through Knowledge-Infused Language Models

Lu, Qiuhao (University of Oregon, 2024-01-09)

Pre-trained Language Models (PLMs) have shown remarkable success in general-domain text tasks, but their application in the clinical domain is constrained by specialized language, terminology, and a lack of in-depth ...
Evaluating a Joint Neural Model with Global Features for Document-Level End-to-End Information Extraction

Wang, Haoran (University of Oregon, 2021-09-13)

Information Extraction (IE) is one of the most important fields in Natural Language Processing (NLP). The goal for IE tasks is to extract structured knowledge from unstructured text. While most datasets focus on sentence-level ...
Exploring the Reformulation of NLP Tasks as Text Generation Tasks

Hasan, Rasti (University of Oregon, 2022-10-04)

In recent years, NLP classification tasks have been reformulated as text generation tasks in the form of text-to-text transformer-based models that achieve state-of-the-art performance by better utilizing pre-trained ...
Improving Cross-Lingual Transfer Learning for Event Detection

Guzman Nateras, Luis (University of Oregon, 2024-01-09)

The widespread adoption of applications powered by Artificial Intelligence (AI) backbones has unquestionably changed the way we interact with the world around us. Applications such as automated personal assistants, automatic ...
Low-Resource Event Extraction

Lai, Viet (University of Oregon, 2024-01-09)

The last decade has seen the extraordinary evolution of deep learning in natural language processing leading to the rapid deployment of many natural language processing applications. However, the field of event extraction ...