Supervised and unsupervised neural approaches to text readability

M Martinc, S Pollak, M Robnik-Šikonja - Computational Linguistics, 2021 - direct.mit.edu
We present a set of novel neural supervised and unsupervised approaches for determining
the readability of documents. In the unsupervised setting, we leverage neural language …

Trends, limitations and open challenges in automatic readability assessment research

S Vajjala - arXiv preprint arXiv:2105.00973, 2021 - arxiv.org
Readability assessment is the task of evaluating the reading difficulty of a given piece of text.
Although research on computational approaches to readability assessment is now two …

A neural pairwise ranking model for readability assessment

J Lee, S Vajjala - arXiv preprint arXiv:2203.07450, 2022 - arxiv.org
Automatic Readability Assessment (ARA), the task of assigning a reading level to a text, is
traditionally treated as a classification problem in NLP research. In this paper, we propose …

Learning syntactic dense embedding with correlation graph for automatic readability assessment

X Qiu, Y Chen, H Chen, JY Nie, Y Shen… - arXiv preprint arXiv …, 2021 - arxiv.org
Deep learning models for automatic readability assessment generally discard linguistic
features traditionally used in machine learning models for the task. We propose to …

Approaches, methods, and resources for assessing the readability of arabic texts

N Nassiri, V Cavalli-Sforza, A Lakhouaja - ACM Transactions on Asian …, 2023 - dl.acm.org
Text readability assessment is a well-known problem that has acquired even more
importance in today's information-rich world. In this article, we survey various approaches to …

Automated readability assessment for spanish e-government information

J Morato, A Iglesias, A Campillo… - Journal of Information …, 2021 - jisem-journal.com
This paper automatically evaluates the readability of Spanish e-government websites.
Specifically, the websites collected explain e-government administrative procedures. The …

Supercalifragilisticexpialidocious: Why Using the “Right” Readability Formula in Children's Web Search Matters

G Allen, A Milton, KL Wright, JA Fails… - … on Information Retrieval, 2022 - Springer
Readability is a core component of information retrieval (IR) tools as the complexity of a
resource directly affects its relevance: a resource is only of use if the user can comprehend …

Research on the evaluation method of English textbook readability based on the TextCNN model and its application in teaching design

Y Qin, A Irshad - PeerJ Computer Science, 2024 - peerj.com
Abstract English is a world language, and the ability to use English plays an important role in
the improvement of college students' comprehensive quality and career development …

[HTML][HTML] Arabic L2 readability assessment: Dimensionality reduction study

N Nassiri, A Lakhouaja, V Cavalli-Sforza - Journal of King Saud University …, 2022 - Elsevier
Readability is a measure that associates a written text to a reader's skill or grade level.
Readability assessment is very important in the field of second or foreign language (L2) …

[PDF][PDF] Assessment of clarity of bank of russia monetary policy communication by neural network approach

A Evstigneeva, M Sidorovskiy - Russian Journal of Money and …, 2021 - researchgate.net
Inflation targeting requires clear and transparent central bank's communication. Analysts
and market participants understand it as a broad list of information disclosed by the central …