Quantifying Text Difficulty with Automated Indices of Cohesion and Semantics

نویسندگان

  • Nicholas D. Duran
  • Cedrick Bellissens
  • Roger S. Taylor
  • Danielle S. McNamara
چکیده

We evaluated the effectiveness of new indices of text comprehension in measuring relative text difficulty. Specifically, we examined the efficacy of automated indices produced by the web-based computational tool Coh-Metrix. In an analysis of 60 instructional science texts, we divided texts into groups that were considered to be more or less difficult to comprehend. The defining criteria were based on Coh-Metrix indices that measure independent factors underlying text coherence: referential overlap and vocabulary accessibility. In order to validate the text difficulty groups, participants read and recalled two “difficult” and two “easy” texts that were similar in topic and length. Easier texts facilitated faster reading times and better recall compared to difficult texts. We discuss the implications of these results in the context of theoretically motivated techniques for improving textbook selection.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Document Cohesion Flow: Striving towards Coherence

Text cohesion is an important element of discourse processing. This paper presents a new approach to modeling, quantifying, and visualizing text cohesion using automated cohesion flow indices that capture semantic links among paragraphs. Cohesion flow is calculated by applying Cohesion Network Analysis, a combination of semantic distances, Latent Semantic Analysis, and Latent Dirichlet Allocati...

متن کامل

Using Automated Indices of Cohesion to Evaluate an Intelligent Tutoring System and an Automated Writing Evaluation System

We present an evaluation of the Writing Pal (W-Pal) intelligent tutoring system (ITS) and the W-Pal automated writing evaluation (AWE) system through the use of computational indices related to text cohesion. Sixty-four students participated in this study. Each student was assigned to either the WPal ITS condition or the W-Pal AWE condition. The W-Pal ITS includes strategy instruction, game-bas...

متن کامل

Linguistic Features of Writing Quality

In this study, a corpus of expert-graded essays, based on a standardized scoring rubric, is computationally evaluated so as to distinguish the differences between those essays that were rated as high and those rated as low. The automated tool, Coh-Metrix, is used to examine the degree to which highand lowproficiency essays can be predicted by linguistic indices of cohesion (i.e., coreference an...

متن کامل

Assigning Grade Levels to Textbooks: Is it just Readability?

We evaluated the effectiveness of new indices of text cohesion to determine the appropriate human assigned grade level of a text. In particular, we investigated the efficacy of automated text indices produced by the online tool CohMetrix in predicting the grade level assigned by publishers to their own textbooks. To do this, we sampled 311 school textbooks from a large database, choosing roughl...

متن کامل

Automated Discourse Analysis of Narrations by Adolescents with Autistic Spectrum Disorder

We present a study about automated discourse analysis of oral narrative language in adolescents with autistic spectrum disorder (ASD). The basis of this evaluation is an existing dataset of fictional narrations of individuals with ASD and two matched comparison groups. We use three robust measures for quantifying different aspects of text cohesion on this corpus. These measures and several comb...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2007