A survey of automated methods for biomedical text simplification

B Ondov, K Attal… - Journal of the American …, 2022 - academic.oup.com
Objective Plain language in medicine has long been advocated as a way to improve patient
understanding and engagement. As the field of Natural Language Processing has …

[PDF][PDF] Automatic text simplification for social good: Progress and challenges

S Štajner - Findings of the Association for Computational …, 2021 - aclanthology.org
Since the late 1990s, automatic text simplification (ATS) was promoted as a natural
language processing (NLP) task with great potential to make texts more accessible to …

Expertise style transfer: A new task towards better communication between experts and laymen

Y Cao, R Shui, L Pan, MY Kan, Z Liu… - arxiv preprint arxiv …, 2020 - arxiv.org
The curse of knowledge can impede communication between experts and laymen. We
propose a new task of expertise style transfer and contribute a manually annotated dataset …

Lexical simplification benchmarks for english, portuguese, and spanish

S Štajner, D Ferrés, M Shardlow, K North… - Frontiers in artificial …, 2022 - frontiersin.org
Even in highly-developed countries, as many as 15–30% of the population can only
understand texts written using a basic vocabulary. Their understanding of everyday texts is …

The 2024 repronlp shared task on reproducibility of evaluations in nlp: Overview and results

A Belz, C Thomson - Proceedings of the Fourth Workshop on …, 2024 - aclanthology.org
This paper presents an overview of, and the results from, the 2024 Shared Task on
Reproducibility of Evaluations in NLP (ReproNLP'24), following on from three previous …

On the ethical considerations of text simplification

S Gooding - arxiv preprint arxiv:2204.09565, 2022 - arxiv.org
This paper outlines the ethical implications of text simplification within the framework of
assistive systems. We argue that a distinction should be made between the technologies …

A framework of AI-based approaches to improving eHealth literacy and combating infodemic

T Liu, X **ao - Frontiers in Public Health, 2021 - frontiersin.org
The global COVID-19 pandemic has put everyone in an urgent need of accessing and
comprehending health information online. Meanwhile, there has been vast amount of …

AutoMeTS: The autocomplete for medical text simplification

H Van, D Kauchak, G Leroy - arxiv preprint arxiv:2010.10573, 2020 - arxiv.org
The goal of text simplification (TS) is to transform difficult text into a version that is easier to
understand and more broadly accessible to a wide variety of readers. In some domains …

Patient-friendly clinical notes: Towards a new text simplification dataset

J Trienes, J Schlötterer, HU Schildhaus… - Proceedings of the …, 2022 - aclanthology.org
Automatic text simplification can help patients to better understand their own clinical notes. A
major hurdle for the development of clinical text simplification methods is the lack of high …

A text style transfer system for reducing the physician–patient expertise gap: An analysis with automatic and human evaluations

L Bacco, F Dell'Orletta, H Lai, M Merone… - Expert Systems with …, 2023 - Elsevier
Physicians and patients often come from different backgrounds and have varying levels of
education, which can result in communication difficulties in the healthcare process. To …