A survey of research on text simplification

A Siddharthan - ITL-International Journal of Applied Linguistics, 2014 - jbe-platform.com
Text simplification, defined narrowly, is the process of reducing the linguistic complexity of a
text, while still retaining the original information and meaning. More broadly, text …

[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 …

Optimizing statistical machine translation for text simplification

W Xu, C Napoles, E Pavlick, Q Chen… - Transactions of the …, 2016 - direct.mit.edu
Most recent sentence simplification systems use basic machine translation models to learn
lexical and syntactic paraphrases from a manually simplified parallel corpus. These methods …

Problems in current text simplification research: New data can help

W Xu, C Callison-Burch, C Napoles - Transactions of the Association …, 2015 - direct.mit.edu
Simple Wikipedia has dominated simplification research in the past 5 years. In this opinion
paper, we argue that focusing on Wikipedia limits simplification research. We back up our …

Data-driven sentence simplification: Survey and benchmark

F Alva-Manchego, C Scarton, L Specia - Computational Linguistics, 2020 - direct.mit.edu
Sentence Simplification (SS) aims to modify a sentence in order to make it easier to read
and understand. In order to do so, several rewriting transformations can be performed such …

Keep it simple: Unsupervised simplification of multi-paragraph text

P Laban, T Schnabel, P Bennett, MA Hearst - arXiv preprint arXiv …, 2021 - arxiv.org
This work presents Keep it Simple (KiS), a new approach to unsupervised text simplification
which learns to balance a reward across three properties: fluency, salience and simplicity …

Making it simplext: Implementation and evaluation of a text simplification system for spanish

H Saggion, S Štajner, S Bott, S Mille, L Rello… - ACM Transactions on …, 2015 - dl.acm.org
The way in which a text is written can be a barrier for many people. Automatic text
simplification is a natural language processing technology that, when mature, could be used …

[PDF][PDF] Can text simplification help machine translation?

S Štajner, M Popović - … of the 19th Annual Conference of the …, 2016 - aclanthology.org
This article explores the use of text simplification as a pre-processing step for statistical
machine translation of grammatically complex under-resourced languages. Our experiments …

Towards reference-free text simplification evaluation with a BERT siamese network architecture

X Zhao, E Durmus, DY Yeung - Findings of the Association for …, 2023 - aclanthology.org
Text simplification (TS) aims to modify sentences to make their both content and structure
easier to understand. Traditional n-gram matching-based TS evaluation metrics heavily rely …

Simplification using paraphrases and context-based lexical substitution

R Kriz, E Miltsakaki, M Apidianaki… - Proceedings of the …, 2018 - aclanthology.org
Lexical simplification involves identifying complex words or phrases that need to be
simplified, and recommending simpler meaning-preserving substitutes that can be more …