ABSTRACT
In this paper, we present a new method of using statistical models to estimate readability [1]. Language Model is used to capture the content information. It is combined with linguistic feature model by a linear form. Experiments show that this new method has a better performance than the widely used Flesch-Kincaid readability formula.
- 1.Gilliland, J. Readability. University of London Press, 1972.Google Scholar
- 2.Gunning, R. The Technique of Clear Writing. McGraw-Hill, 1952.Google Scholar
- 3.McLaughlin, H. "SMOG grading - a new readability formula." Journal of Reading, 22, pp. 639-646. 1962.Google Scholar
- 4.http://www.itl.nist.gov/iaui/oveople/sressler/Persp/Views. htmlGoogle Scholar
- 5.http://www.timetabler.com/reading.htmlGoogle Scholar
- 6.Ronald Rosenfeld. "Two decades of statistical language modeling: Where do we go from here" Proceedings of the IEEE, 88(8), 2000.Google Scholar
- 7.A. P. Dempster, N. M. Laird and D. B. Rubin. "Maximum Likelihood from Incomplete Data via the EM Algorithm."" Journal of the Royal Statistical Society, volume 39, number 1, pages 1-38, 1977.Google Scholar
Index Terms
- A statistical model for scientific readability
Recommendations
The Effect of Font Type on Screen Readability by People with Dyslexia
Around 10% of the people have dyslexia, a neurological disability that impairs a person’s ability to read and write. There is evidence that the presentation of the text has a significant effect on a text’s accessibility for people with dyslexia. However,...
Adaptation of Classic Readability Metrics to Czech
Text, Speech, and DialogueAbstractWe have fitted four classic readability metrics to Czech, using InterCorp (a parallel corpus with manual sentence alignment), CzEng 2.0 (a large parallel corpus of crawled web texts), and the optimize.curve fit algorithm from the SciPy library. ...
Design Guidelines for Web Readability
DIS '17: Proceedings of the 2017 Conference on Designing Interactive SystemsReading is fundamental to interactive-system use, but around 800 million of people might struggle with it due to literacy difficulties. Few websites are designed for high readability, as readability remains an underinvestigated facet of User Experience. ...
Comments