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Volumn 165, Issue 2, 2014, Pages 97-135

Computational assessment of text readability: A survey of current and future research

Author keywords

Computational linguistics; Machine learning; Readability; Reading difficulty; Text complexity

Indexed keywords


EID: 85013118583     PISSN: 00190829     EISSN: 17831490     Source Type: Journal    
DOI: 10.1075/itl.165.2.01col     Document Type: Article
Times cited : (201)

References (97)
  • 1
    • 85058009937 scopus 로고    scopus 로고
    • Accessible reading assessments for students with disabilities: The role of cognitive, grammatical, lexical, and textual/visual features
    • Univ. of California, Los Angeles. Jan 2011
    • Abedi, J., Leon, S., Kao, J., Bayley, R., Ewers, N., Herman, J., & Mundhenk, K. (2011). Accessible reading assessments for students with disabilities: The role of cognitive, grammatical, lexical, and textual/visual features. CRESST Report #785. Univ. of California, Los Angeles. Jan 2011. http://www.cse.ucla.edu/products/reports/R785.pdf
    • (2011) CRESST Report #785
    • Abedi, J.1    Leon, S.2    Kao, J.3    Bayley, R.4    Ewers, N.5    Herman, J.6    Mundhenk, K.7
  • 4
    • 79951864082 scopus 로고    scopus 로고
    • Automatic readability measurements of the Arabic text: An exploratory study
    • Al-Khalifa, H. S., & Al-Ajlan, A. A. (2010). Automatic readability measurements of the Arabic text: An exploratory study. Arabian Journal for Science and Engineering, 35(2c) (pp. 103–124).
    • (2010) Arabian Journal for Science and Engineering , vol.35 , Issue.2 C , pp. 103-124
    • Al-Khalifa, H.S.1    Al-Ajlan, A.A.2
  • 7
    • 0346232571 scopus 로고    scopus 로고
    • On the nature and nurture of language
    • R. Levi-Montalcini, D. Baltimore, R. Dulbecco & F. Jacob (Series Eds.) & E. Bizzi, Calissano & Volterra ( Eds, Rome: Istituto della Enciclopedia Italiana fondata da Giovanni Trecanni S. A
    • Bates, E. (2003). On the nature and nurture of language. In R. Levi-Montalcini, D. Baltimore, R. Dulbecco & F. Jacob (Series Eds.) & E. Bizzi, P. Calissano & V. Volterra (Vol. Eds.), Frontiers of biology: The brain of homo sapiens (pp. 241–265). Rome: Istituto della Enciclopedia Italiana fondata da Giovanni Trecanni S.p. A.
    • (2003) Frontiers of Biology: The Brain of Homo Sapiens , pp. 241-265
    • Bates, E.1
  • 8
    • 10844264627 scopus 로고    scopus 로고
    • A study of web usability for older adults seeking online health resources
    • Becker, S. A. (2004). A study of web usability for older adults seeking online health resources. ACM Transactions on Computer-Human Interaction (TOCHI), 11(4), 387–406. DOI: 10.1145/1035575.1035578
    • (2004) ACM Transactions on Computer-Human Interaction (TOCHI) , vol.11 , Issue.4 , pp. 387-406
    • Becker, S.A.1
  • 10
    • 84856703537 scopus 로고    scopus 로고
    • Reconstructing readability: Recent developments and recommendations in the analysis of text difficulty
    • Benjamin, R. (2012). Reconstructing readability: Recent developments and recommendations in the analysis of text difficulty. Educational Psychology Review, 24(1), 63–88. DOI: 10.1007/s10648-011-9181-8
    • (2012) Educational Psychology Review , vol.24 , Issue.1 , pp. 63-88
    • Benjamin, R.1
  • 12
    • 84887935348 scopus 로고
    • Readability: An appraisal of research and application
    • Columbus: Ohio State University Press
    • Chall, J. S. (1958). Readability: An appraisal of research and application. Bureau of Educational Research Monographs, No. 34. Columbus: Ohio State University Press.
    • (1958) Bureau of Educational Research Monographs , Issue.34
    • Chall, J.S.1
  • 20
    • 85061910249 scopus 로고    scopus 로고
    • A language modeling approach to predicting reading difficulty
    • Collins-Thompson, K, & Callan, J. (2004c). A language modeling approach to predicting reading difficulty. Proceedings of HLT-NAACL 2004 (pp. 193–200).
    • (2004) Proceedings of HLT-NAACL 2004 , pp. 193-200
    • Collins-Thompson, K.1    Callan, J.2
  • 23
    • 53949098937 scopus 로고    scopus 로고
    • Assessing text readability using cognitively based indices
    • Crossley, S. A., Greenfield, J., & McNamara, D. S. (2008). Assessing text readability using cognitively based indices. TESOL Quarterly, 42(3), 475–493.
    • (2008) TESOL Quarterly , vol.42 , Issue.3 , pp. 475-493
    • Crossley, S.A.1    Greenfield, J.2    McNamara, D.S.3
  • 27
    • 84958818096 scopus 로고    scopus 로고
    • ReaderBench (2)-individual assessment through reading strategies and tex-tualcomplexity
    • Springer International Publishing
    • Dascalu, M. (2014). ReaderBench (2)-individual assessment through reading strategies and tex-tualcomplexity.AnalyzingDiscourseandTextComplexityforLearningandCollaborating(pp. 161–188). Springer International Publishing.
    • (2014) AnalyzingDiscourseandTextComplexityforLearningandCollaborating , pp. 161-188
    • Dascalu, M.1
  • 33
    • 85058036603 scopus 로고
    • Assessing the readability of medical journal articles: An analysis of teacher judgements
    • Ferguson, G., & Maclean, J. (1991). Assessing the readability of medical journal articles: An analysis of teacher judgements. Edinburgh Working Papers in Linguistics, 2, 112–125. http://files.eric.ed.gov/fulltext/ED353790.pdf
    • (1991) Edinburgh Working Papers in Linguistics , vol.2 , pp. 112-125
    • Ferguson, G.1    Maclean, J.2
  • 34
    • 0005505129 scopus 로고
    • Medidas sencillas de lecturabilidad
    • Fernández Huerta, J. (1959). Medidas sencillas de lecturabilidad. Consigna, 214, 29–32.
    • (1959) Consigna , vol.214 , pp. 29-32
    • Fernández Huerta, J.1
  • 35
    • 0344229953 scopus 로고
    • A new readability yardstick
    • Jun 1948.
    • Flesch, R. (1948). A new readability yardstick. Journal of Applied Psychology, 32(3), 221–233, Jun 1948. DOI: 10.1037/h0057532
    • (1948) Journal of Applied Psychology , vol.32 , Issue.3 , pp. 221-233
    • Flesch, R.1
  • 41
    • 79958245410 scopus 로고    scopus 로고
    • Amazon mechanical turk: Gold mine or coal mine? Last words editorial
    • Fort, K., Adda, G., & Cohen, K. B. (2011). Amazon mechanical turk: Gold mine or coal mine? last words editorial. Computational Linguistics, 37(2). DOI: 10.1162/COLI_a_00057
    • (2011) Computational Linguistics , vol.37 , Issue.2
    • Fort, K.1    Adda, G.2    Cohen, K.B.3
  • 42
    • 84930559774 scopus 로고
    • A readability formula for short passages
    • May 1990
    • Fry, E. (1990). A readability formula for short passages. Journal of Reading, Vol. 33, No. 8, 594–597, May 1990.
    • (1990) Journal of Reading , vol.33 , Issue.8 , pp. 594-597
    • Fry, E.1
  • 43
    • 0032135489 scopus 로고    scopus 로고
    • Linguistic complexity: Locality of syntactic dependencies
    • Gibson, E. (1998) Linguistic complexity: Locality of syntactic dependencies. Cognition, 68,1–76. DOI: 10.1016/S0010-0277(98)00034-1
    • (1998) Cognition , vol.68 , pp. 1-76
    • Gibson, E.1
  • 47
    • 84876798841 scopus 로고    scopus 로고
    • Readability classification for German using lexical, syntactic, and morphological features
    • Hancke, J., Vajjala, S., & Meurers, D. (2012). Readability classification for German using lexical, syntactic, and morphological features. Proceedings of COLING 2012 (pp. 1063–1080).
    • (2012) Proceedings of COLING 2012 , pp. 1063-1080
    • Hancke, J.1    Vajjala, S.2    Meurers, D.3
  • 48
    • 72249089324 scopus 로고    scopus 로고
    • Combining lexical and grammatical features to improve readability measures for first and second language Texts
    • Heilman, M., Collins-Thompson, K., Callan, J., & Eskenazi, M. (2007). Combining lexical and grammatical features to improve readability measures for first and second language Texts. Proceedings of HLT-NAACL’07 (pp. 460–467).
    • (2007) Proceedings of HLT-NAACL’07 , pp. 460-467
    • Heilman, M.1    Collins-Thompson, K.2    Callan, J.3    Eskenazi, M.4
  • 51
    • 84867686529 scopus 로고    scopus 로고
    • Text mining for wellbeing: Selecting stories using semantic and pragmatic features
    • Springer Berlin Heidelberg
    • Honkela, T., Izzatdust, Z., & Lagus, K. (2012). Text mining for wellbeing: Selecting stories using semantic and pragmatic features. Artificial Neural Networks and Machine Learning–ICANN 2012 (pp. 467–474). Springer Berlin Heidelberg.
    • (2012) Artificial Neural Networks and Machine Learning–ICANN 2012 , pp. 467-474
    • Honkela, T.1    Izzatdust, Z.2    Lagus, K.3
  • 53
    • 78649910449 scopus 로고
    • Application de l’Indice de Flesch à la langue français
    • Kandel, L., & Moles, A. (1958). Application de l’Indice de Flesch à la langue français. Cahiers d’Etudes de Radio-Television, 19, 253–274.
    • (1958) Cahiers D’Etudes De Radio-Television , vol.19 , pp. 253-274
    • Kandel, L.1    Moles, A.2
  • 56
    • 80053424504 scopus 로고    scopus 로고
    • Statistical estimation of word acquisition with application to readability prediction
    • Kidwell, P., Lebanon, G., & Collins-Thompson, K. (2009). Statistical estimation of word acquisition with application to readability prediction. Proceedings of EMNLP’09 (pp. 900–909).
    • (2009) Proceedings of EMNLP’09 , pp. 900-909
    • Kidwell, P.1    Lebanon, G.2    Collins-Thompson, K.3
  • 57
    • 79954538770 scopus 로고    scopus 로고
    • Statistical estimation of word acquisition with application to readability prediction
    • Kidwell, P., Lebanon, G., & Collins-Thompson, K. (2011). Statistical estimation of word acquisition with application to readability prediction. Journal of the American Statistical Association, 106(493), 21–30. DOI: 10.1198/jasa.2010.ap09318
    • (2011) Journal of The American Statistical Association , vol.106 , Issue.493 , pp. 21-30
    • Kidwell, P.1    Lebanon, G.2    Collins-Thompson, K.3
  • 59
    • 0004029218 scopus 로고
    • Derivation of new readability formulas (Automated readability index, fog count, and flesch reading ease formula) for navy enlisted personnel
    • Chief of Naval Technical Training: Naval Air Station Memphis
    • Kincaid, J. P., Fishburne, R. P., Rogers, R. L., & Chissom, B. S. (1975). Derivation of new readability formulas (Automated readability index, fog count, and flesch reading ease formula) for navy enlisted personnel. Research Branch Report 8–75. Chief of Naval Technical Training: Naval Air Station Memphis.
    • (1975) Research Branch Report , pp. 8-75
    • Kincaid, J.P.1    Fishburne, R.P.2    Rogers, R.L.3    Chissom, B.S.4
  • 60
    • 84859029800 scopus 로고    scopus 로고
    • Word maturity: Computational modeling of word knowledge
    • Kireyev, K., & Landauer, T. K. (2011). Word maturity: Computational modeling of word knowledge. Proceedings of ACL 2011 (pp. 299–308).
    • (2011) Proceedings of ACL 2011 , pp. 299-308
    • Kireyev, K.1    Landauer, T.K.2
  • 63
    • 85037128381 scopus 로고    scopus 로고
    • DSim, a Danish Parallel Corpus for Text Simplification
    • Klerke, S., & Søgaard, A. DSim, a Danish Parallel Corpus for Text Simplification. In LREC May 2012 (pp. 4015–4018).
    • (2012) LREC May , pp. 4015-4018
    • Klerke, S.1    Søgaard, A.2
  • 64
    • 78751621424 scopus 로고    scopus 로고
    • Word maturity: A new metric for word knowledge
    • Landauer, T. K., Kireyev, K., & Panaccione, C. (2011). Word maturity: A new metric for word knowledge.ScientificStudiesofReading,15(1),92–108.DOI:10.1080/10888438.2011.536130
    • (2011) ScientificStudiesofReading , vol.15 , Issue.1 , pp. 92-108
    • Landauer, T.K.1    Kireyev, K.2    Panaccione, C.3
  • 71
    • 84874293990 scopus 로고    scopus 로고
    • Measures of text difficulty: Testing their predictive value for grade levels and student performance
    • Feb. 1, 2012. URL
    • Nelson, J., Perfetti, C., Liben, D., & Liben, M. (2012). Measures of text difficulty: Testing their predictive value for grade levels and student performance. Technical Report submitted to the Gates Foundation. Feb. 1, 2012. URL: http://achievethecore.org/content/upload/nelson_perfetti_liben_measures_of_text_difficulty_research_ela.pdf
    • (2012) Technical Report Submitted to The Gates Foundation
    • Nelson, J.1    Perfetti, C.2    Liben, D.3    Liben, M.4
  • 72
    • 0014237742 scopus 로고
    • Concreteness, imagery, and meaningfulness: Values for 925 nouns
    • Part 2 (1968).
    • Paivio, A., Yuille, J. C., & Madigan, S. A. (1968). Concreteness, imagery, and meaningfulness: Values for 925 nouns. Journal of Experimental Psychology, 76(1), 1–25. Part 2 (1968). DOI: 10.1037/h0025327
    • (1968) Journal of Experimental Psychology , vol.76 , Issue.1 , pp. 1-25
    • Paivio, A.1    Yuille, J.C.2    Madigan, S.A.3
  • 74
    • 47349126416 scopus 로고    scopus 로고
    • A machine learning approach to reading level assessment
    • Petersen, S. E. and Ostendorf, M.; A machine learning approach to reading level assessment; In Computer Speech and Language, 2009, 23, (pp. 86–106).
    • (2009) Computer Speech and Language , vol.23 , pp. 86-106
    • Petersen, S.E.1    Ostendorf, M.2
  • 75
    • 85061907578 scopus 로고    scopus 로고
    • Rule-based and machine learning approaches for second language sentence-level readability
    • Pilán, I., Volodina, E., & Johansson, R. (2014). Rule-based and machine learning approaches for second language sentence-level readability. Proceedings of BEA Workshop 2014.
    • (2014) Proceedings of BEA Workshop 2014
    • Pilán, I.1    Volodina, E.2    Johansson, R.3
  • 76
    • 80053373099 scopus 로고    scopus 로고
    • Revisiting readability: A unified framework for predicting text quality
    • Stroudsburg, PA, USA, Association for Computational Linguistics
    • Pitler, E., & Nenkova, A. (2008). Revisiting readability: A unified framework for predicting text quality. Proceedings of the Conference on Empirical Methods in Natural Language Processing (EMNLP’08) (pp. 186–195). Stroudsburg, PA, USA, Association for Computational Linguistics. http://dl.acm.org/citation.cfm?id=1613715.1613742
    • (2008) Proceedings of The Conference on Empirical Methods in Natural Language Processing (EMNLP’08) , pp. 186-195
    • Pitler, E.1    Nenkova, A.2
  • 77
    • 85099430357 scopus 로고    scopus 로고
    • Graphical schemes may improve readability but not understandability for people with dyslexia
    • Rello, L., Saggion, H., Baeza-Yates, R., & Graells, E. (2012). Graphical schemes may improve readability but not understandability for people with dyslexia. Proceedings of NAACL-HLT 2012.
    • (2012) Proceedings of NAACL-HLT 2012
    • Rello, L.1    Saggion, H.2    Baeza-Yates, R.3    Graells, E.4
  • 78
    • 84925894134 scopus 로고
    • Imagery, concreteness, and lexical complexity
    • Psychology Press
    • Richardson, J. T. E. (1975). Imagery, concreteness, and lexical complexity, Quarterly Journal of Experimental Psychology, 27(2), 211–223. Psychology Press.
    • (1975) Quarterly Journal of Experimental Psychology , vol.27 , Issue.2 , pp. 211-223
    • Richardson, J.T.E.1
  • 80
    • 77955117737 scopus 로고    scopus 로고
    • Reading level assessment using support vector machines and statistical language models
    • Stroudsburg, PA, USA, Association for Computational Linguistics
    • Schwarm, S. E., & Ostendorf, M. (2005). Reading level assessment using support vector machines and statistical language models. Proceedings of the 43rd Annual Meeting on Association for Computational Linguistics (ACL’05) (pp. 523–530). Stroudsburg, PA, USA, Association for Computational Linguistics.
    • (2005) Proceedings of The 43rd Annual Meeting on Association for Computational Linguistics (ACL’05) , pp. 523-530
    • Schwarm, S.E.1    Ostendorf, M.2
  • 81
    • 84867069378 scopus 로고    scopus 로고
    • Automatic assessment of Japanese text readability based on a textbook corpus
    • Sato, S., Matsuyoshi, S., & Kondoh, Y. (2008). Automatic assessment of Japanese text readability based on a textbook corpus. Proceedings of LREC’08.
    • (2008) Proceedings of LREC’08
    • Sato, S.1    Matsuyoshi, S.2    Kondoh, Y.3
  • 82
    • 0035751920 scopus 로고    scopus 로고
    • A statistical model for scientific readability
    • Si, L., & Callan, J. P. (2001). A statistical model for scientific readability. Proceedings of CIKM’01 (pp. 574–576).
    • (2001) Proceedings of CIKM’01 , pp. 574-576
    • Si, L.1    Callan, J.P.2
  • 85
    • 85058040404 scopus 로고    scopus 로고
    • Constructing and validating readability models: The method of integrating multilevel linguistic features with machine learning
    • 2014 April 2
    • Sung, Y. T., Chen, J. L., Cha, J. H., Tseng, H. C., Chang, T. H., & Chang, K. E. (2014). Constructing and validating readability models: The method of integrating multilevel linguistic features with machine learning. Behavior Research Methods, 2014 April 2, 1–15.
    • (2014) Behavior Research Methods , pp. 1-15
    • Sung, Y.T.1    Chen, J.L.2    Cha, J.H.3    Tseng, H.C.4    Chang, T.H.5    Chang, K.E.6
  • 88
    • 84874254416 scopus 로고    scopus 로고
    • Estimating content concreteness for finding comprehensible documents
    • Tanaka, S., Jatowt, A., Kato, M. P., & Tanaka, K. (2013). Estimating content concreteness for finding comprehensible documents. Proceedings of WSDM’13. 475–484.
    • (2013) Proceedings of WSDM’13 , pp. 475-484
    • Tanaka, S.1    Jatowt, A.2    Kato, M.P.3    Tanaka, K.4
  • 93
    • 85037154243 scopus 로고    scopus 로고
    • Readability assessment for text simplification: From analyzing documents to identifying sentential simplifications
    • Sept. 2014
    • Vajjala, S., & Meurers, D. (2014). Readability assessment for text simplification: From analyzing documents to identifying sentential simplifications. ITL International Journal of Applied Linguistics, Sept. 2014.
    • (2014) ITL International Journal of Applied Linguistics
    • Vajjala, S.1    Meurers, D.2
  • 94
    • 49249119915 scopus 로고    scopus 로고
    • Designing games with a purpose
    • August 2008)
    • von Ahn, L., & Dabbish, L. (2008). Designing games with a purpose. Communications of the ACM, 51(8),58–67. (August 2008), DOI: 10.1145/1378704.1378719
    • (2008) Communications of The ACM , vol.51 , Issue.8 , pp. 58-67
    • Von Ahn, L.1    Dabbish, L.2
  • 96
    • 33845595665 scopus 로고    scopus 로고
    • Automatic recognition of text difficulty from consumers health information
    • Los Alamitos, CA, USA, IEEE Computer Society
    • Wang, Y. (2006). Automatic recognition of text difficulty from consumers health information. Proceedings of the IEEE Symposium on Computer-Based Medical Systems (pp. 131–136). Los Alamitos, CA, USA, IEEE Computer Society.
    • (2006) Proceedings of The IEEE Symposium on Computer-Based Medical Systems , pp. 131-136
    • Wang, Y.1


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