Comparing evaluation techniques for text readability software for adults with intellectual disabilities

In this paper, we compare alternative techniques for evaluating a software system for simplifying the readability of texts for adults with mild intellectual disabilities (ID). We introduce our research on the development of software to automatically simplify news articles, display them, and read them aloud for adults with ID. Using a Wizard-of-Oz prototype, we conducted experiments with a group of adults with ID to test alternative formats of questions to measure comprehension of the information in the news articles. We have found that some forms of questions work well at measuring the difficulty level of a text: multiple-choice questions with three answer choices, each illustrated with clip-art or a photo. Some types of questions do a poor job: yes/no questions and Likert-scale questions in which participants report their perception of the text's difficulty level. Our findings inform the design of future evaluation studies of computational linguistic software for adults with ID; this study may also be of interest to researchers conducting usability studies or other surveys with adults with ID.

[1]  W. Finlay,et al.  Assessing the reading comprehension of adults with learning disabilities. , 2006, Journal of intellectual disability research : JIDR.

[2]  Steven E. Stock,et al.  Enhancing Independent Internet Access for Individuals with Mental Retardation through Use of a Specialized Web Browser: A Pilot Study , 2001 .

[3]  Richard C. Simpson,et al.  Solo: interactive task guidance , 2005, Assets '05.

[4]  David S. Katims,et al.  Literacy Instruction for People with Mental Retardation: Historical Highlights and Contemporary Analysis. , 2000 .

[5]  Lijun Feng,et al.  Cognitively Motivated Features for Readability Assessment , 2009, EACL.

[6]  Robert N. Kantor,et al.  On the Failure of Readability Formulas to Define Readable Texts: A Case Study from Adaptations. , 1982 .

[7]  Edward Zigler,et al.  Handbook of Mental Retardation and Development , 1998 .

[8]  R H Maki,et al.  Metacomprehension of text material. , 1984, Journal of experimental psychology. Learning, memory, and cognition.

[9]  Jonathan Lazar,et al.  Computer usage by young individuals with down syndrome: an exploratory study , 2008, Assets '08.

[10]  Mari Ostendorf,et al.  A machine learning approach to reading level assessment , 2009, Comput. Speech Lang..

[11]  B. Wong,et al.  Increasing Metacomprehension in Learning Disabled and Normally Achieving Students through Self-Questioning Training , 1982 .

[12]  Charles A. Perfetti,et al.  Discourse Comprehension and Sources of Individual Differences. , 1977 .

[13]  Walter Kintsch,et al.  Comprehension: A Paradigm for Cognition , 1998 .

[14]  S. Alan Cohen,et al.  Effects of Three Types of Vocabulary on Readability of Intermediate Grade Science Textbooks: An Application of Finn's Transfer Feature Theory. , 1983 .

[15]  L. Bilsky,et al.  Comprehension and Mental Retardation , 1985 .

[16]  Melissa Dawe,et al.  Understanding mobile phone requirements for young adults with cognitive disabilities , 2007, Assets '07.

[17]  Luo Si,et al.  A statistical model for scientific readability , 2001, CIKM '01.

[18]  Siobhan Devlin,et al.  Simplifying Text for Language-Impaired Readers , 1999, EACL.

[19]  Maxine Eskénazi,et al.  Combining Lexical and Grammatical Features to Improve Readability Measures for First and Second Language Texts , 2007, NAACL.

[20]  Matt Huenerfauth,et al.  Evaluation of a psycholinguistically motivated timing model for animations of american sign language , 2008, Assets '08.

[21]  Bernice E. Leary,et al.  What makes a book readable , 1935 .

[22]  J. Chall,et al.  Readability revisited : the new Dale-Chall readability formula , 1995 .

[23]  Jeon Small,et al.  Web accessibility for people with cognitive disabilities , 2005, CHI Extended Abstracts.

[24]  R. P. Fishburne,et al.  Derivation of New Readability Formulas (Automated Readability Index, Fog Count and Flesch Reading Ease Formula) for Navy Enlisted Personnel , 1975 .

[25]  M. Just,et al.  Cognitive processes in comprehension , 1977 .

[26]  Susan Edwards,et al.  Language in Mental Retardation , 1996 .

[27]  Saila Ovaska,et al.  Usability evaluation involving participants with cognitive disabilities , 2004, NordiCHI '04.

[28]  Steven E. Stock,et al.  "Moby-dick is my favorite:" evaluating a cognitively accessible portable reading system for audiobooks for individuals with intellectual disability. , 2008, Intellectual and developmental disabilities.

[29]  Stephen Fickas,et al.  DuckCall:: tackling the first hundred yards problem , 2006, Assets '06.

[30]  Ehud Reiter,et al.  Generating Readable Texts for Readers with Low Basic Skills , 2005, ENLG.