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Editorial: Text complexity and simplification

open access: yesFrontiers in Artificial Intelligence, 2023
EDITORIAL article Front. Artif. Intell., 13 June 2023Sec.
Liana Ermakova   +3 more
doaj   +5 more sources

Syntactic Simplification and Text Cohesion [PDF]

open access: yesResearch on Language and Computation, 2006
Syntactic simplification is the process of reducing the grammatical complexity of a text, while retaining its information content and meaning. The aim of syntactic simplification is to make text easier to comprehend for human readers, or process by programs.
Advaith Siddharthan
exaly   +5 more sources

Medical Text Simplification Using Reinforcement Learning (TESLEA): Deep Learning–Based Text Simplification Approach [PDF]

open access: yesJMIR Medical Informatics, 2022
BackgroundIn most cases, the abstracts of articles in the medical domain are publicly available. Although these are accessible by everyone, they are hard to comprehend for a wider audience due to the complex medical vocabulary ...
Atharva Phatak   +4 more
doaj   +2 more sources

Clear, easy, plain, and simple as keywords for text simplification [PDF]

open access: yesFrontiers in Artificial Intelligence, 2022
In this paper, we distinguish between four interconnected notions that recur in the literature on text simplification: clarity, easiness, plainness, and simplicity.
Sara Vecchiato
doaj   +2 more sources

It's not just a phase: Investigating text simplification in a second language from a process and product perspective [PDF]

open access: yesFrontiers in Artificial Intelligence, 2022
Text simplification involves making texts easier to understand, usually for lay readers. Simplifying texts is a complex task, especially when conducted in a second language.
Alessandra Rossetti, Luuk Van Waes
doaj   +2 more sources

Evaluating Factuality in Text Simplification. [PDF]

open access: yesProc Conf Assoc Comput Linguist Meet, 2022
Automated simplification models aim to make input texts more readable. Such methods have the potential to make complex information accessible to a wider audience, e.g., providing access to recent medical literature which might otherwise be impenetrable for a lay reader.
Devaraj A   +3 more
europepmc   +5 more sources

Text Simplification to Specific Readability Levels

open access: yesMathematics, 2023
The ability to read a document depends on the reader’s skills and the text’s readability level. In this paper, we propose a system that uses deep learning techniques to simplify texts in order to match a reader’s level.
Wejdan Alkaldi, Diana Inkpen
doaj   +3 more sources

Source Characteristics Influence AI-Enabled Orthopaedic Text Simplification [PDF]

open access: yesJBJS Open Access
Background:. This study assesses the effectiveness of large language models (LLMs) in simplifying complex language within orthopaedic patient education materials (PEMs) and identifies predictive factors for successful text transformation. Methods:.
Saman Andalib, BS   +5 more
doaj   +2 more sources

Linguistically-Based Comparison of Different Approaches to Building Corpora for Text Simplification: A Case Study on Italian [PDF]

open access: yesFrontiers in Psychology, 2022
In this paper, we present an overview of existing parallel corpora for Automatic Text Simplification (ATS) in different languages focusing on the approach adopted for their construction.
Dominique Brunato   +2 more
doaj   +2 more sources

Simplification of Arabic text: A hybrid approach integrating machine translation and transformer-based lexical model

open access: yesJournal of King Saud University: Computer and Information Sciences, 2023
The process of text simplification (TS) is crucial for enhancing the comprehension of written material, especially for people with low literacy levels and those who struggle to understand written content.
Suha S. Al-Thanyyan, Aqil M. Azmi
doaj   +3 more sources

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