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Chili Li; Xue Wang; Long Qian – SAGE Open, 2025
The effectiveness of English Language Teaching (ELT) materials significantly influences the learning outcomes of English as a Foreign Language (EFL) learners, positioning these resources as cardinal in the acquisition process. Despite this widely acknowledged significance, there remains a notable gap in research concerning the evaluation of key…
Descriptors: Syntax, Difficulty Level, Second Language Instruction, English (Second Language)
Gordon, Amber M.; Musick, Kurustun S.; King, Alison R.; Wallace, Erin Stehle – Journal of Special Education Apprenticeship, 2022
The purpose of this study is to examine the readability levels of the state departments of education guidance documents regarding COVID-19 protocols for families of students receiving special education services. The authors searched the 50 states and the District of Columbia's departments of education websites for their COVID-19, special…
Descriptors: COVID-19, Pandemics, Readability, Special Education
Rafatbakhsh, Elaheh; Ahmadi, Alireza – Asian-Pacific Journal of Second and Foreign Language Education, 2023
Estimating the difficulty of reading tests is critical in second language education and assessment. This study was aimed at examining various text features that might influence the difficulty level of a high-stakes reading comprehension test and predict test takers' scores. To this end, the responses provided by 17,900 test takers on the reading…
Descriptors: English (Second Language), Second Language Learning, Second Language Instruction, Reading Comprehension
Balyan, Renu; McCarthy, Kathryn S.; McNamara, Danielle S. – International Journal of Artificial Intelligence in Education, 2020
For decades, educators have relied on readability metrics that tend to oversimplify dimensions of text difficulty. This study examines the potential of applying advanced artificial intelligence methods to the educational problem of assessing text difficulty. The combination of hierarchical machine learning and natural language processing (NLP) is…
Descriptors: Natural Language Processing, Artificial Intelligence, Man Machine Systems, Classification
Balyan, Renu; McCarthy, Kathryn S.; McNamara, Danielle S. – Grantee Submission, 2020
For decades, educators have relied on readability metrics that tend to oversimplify dimensions of text difficulty. This study examines the potential of applying advanced artificial intelligence methods to the educational problem of assessing text difficulty. The combination of hierarchical machine learning and natural language processing (NLP) is…
Descriptors: Natural Language Processing, Artificial Intelligence, Man Machine Systems, Classification
Schmitt, H. A.; Witmer, S. E.; Rowe, S. S. – Literacy Research and Instruction, 2022
Reading comprehension instruction may be critical for students to learn from social studies text, particularly for students who are not yet proficient in reading. Understanding factors that correspond to high levels of student engagement during text-based social studies instruction appears particularly important. Data were collected from 50…
Descriptors: Grade 5, Elementary School Students, Readability, Social Studies
Dahl, Amanda C.; Carlson, Sarah E.; Renken, Maggie; McCarthy, Kathryn S.; Reynolds, Erin – Language, Speech, and Hearing Services in Schools, 2021
Purpose: Complex features of science texts present idiosyncratic challenges for middle grade readers, especially in a post-Common Core educational world where students' learning is dependent on understanding informational text. The primary aim of this study was to explore how middle school readers process science texts and whether such…
Descriptors: Science Materials, Textbooks, Difficulty Level, Readability
Yukino Kimura – Reading in a Foreign Language, 2022
This study examined the effects of relevance instructions on English as a foreign language (EFL) readers' text processing and memories. The participants were randomly assigned to one of two conditions: the experimental condition, where they read texts to identify a specific category of information, and the control condition, where they read texts…
Descriptors: Reading Processes, English (Second Language), Second Language Learning, Second Language Instruction
Srisunakrua, Thanaporn; Chumworatayee, Tipamas – Arab World English Journal, 2019
Readability has long been regarded as a significant aspect in English language teaching as it provides the overall picture of a text's difficulty level, especially in the context of teaching and testing. Readability is a practical consideration when making decisions on materials to match a text with target readers' proficiency. However, few…
Descriptors: Readability Formulas, English (Second Language), Textbook Content, Reading Comprehension
Reski Ramadhani; Hilmi Aulawi; Risma Liyana Ulfa – Indonesian Journal of English Language Teaching and Applied Linguistics, 2023
Selecting the appropriate texts as the authentic material for English teaching, particularly at the university level, matched with students' mastery level is still challenging. This study attempts to investigate the readability level of reading texts through the framework of Systemic Functional Linguistics (SFL) issued by ChatGPT, focused on…
Descriptors: Artificial Intelligence, Readability, Reading Materials, Reading Material Selection
Flint, Kaitlyn; Spaulding, Tammie J. – Language, Speech, and Hearing Services in Schools, 2021
Purpose: The readability and comprehensibility of Learner's Permit Knowledge Test practice questions and the relationship with test failure rates across states and the District of Columbia were examined. Method: Failure rates were obtained from department representatives. Practice test questions were extracted from drivers' manuals and department…
Descriptors: Correlation, Readability Formulas, Reading Comprehension, Difficulty Level
Follmer, D. Jake; Li, Ping; Clariana, Roy – Reading Psychology, 2021
In this investigation, we examine the contribution of intrinsic content density (ICD) to measures of expository text processing. In Studies 1 and 2, the factor structure of select text density metrics was examined and refined using two text samples (Ns = 150) randomly selected from an expository text corpus. Scores on the ICD measure based on the…
Descriptors: Cognitive Processes, Expository Writing, Factor Structure, Readability
Amanda S. Hovious – ProQuest LLC, 2021
Educators often inquire about the readability of books and other documents used in the classroom, with the idea that readability supports students' reading comprehension and growth. Documents used in classrooms tend to be language-based, so readability metrics have long focused on the complexity of language. However, such metrics are unsuitable…
Descriptors: Readability, Reading Comprehension, Learning Modalities, Grade 8
Sun, Haimei – Studies in Applied Linguistics & TESOL, 2020
Reading texts may serve as a vital source of informational content and language knowledge for second language (L2) learners, which is known as the dual relevance of L2 reading (Han & D'Angelo, 2009). Text complexity, however, influences the two, determining to a great extent whether the dual outcome is attainable. Drawing on Complex Dynamic…
Descriptors: Reading Comprehension, Difficulty Level, Readability, Textbooks
Nese, Joseph F. T.; Alonzo, Julie; Biancarosa, Gina; Kamata, Akihito; Kahn, Joshua – Grantee Submission, 2017
Text complexity has received increased attention due to the CCSS, which call for students to comprehend increasingly more complex texts as they progress through grades. Quantitative text complexity (or readability) indices are based on text attributes (e.g., sentence lengths, and lexical, syntactic, & semantic difficulty), quantified by…
Descriptors: Reading Comprehension, Difficulty Level, Readability, Sentence Structure