Difference between revisions of "Automated Essay Scoring"

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Bridgeman et al. (2009) [https://d1wqtxts1xzle7.cloudfront.net/52116920/AERA_NCME_2009_Bridgeman-with-cover-page-v2.pdf?Expires=1652902797&Signature=PiItDCa9BN8Mey1wuXaa2Lo0uCVp4I245Xx14GPKAthX7YREEF2wT8HEjmwwiSL~rn9tB21kL6zYIFrL3b44oyHfw5ywE1GQmGSeLCcK7f0WyfQUzYDXbQqWzJCInX9t3QvPKN05XK37iAn7SrEI5iN2HQcYmeF3B0fhtLdszf2-5TtPfT1dNwtdo8A30Z4xxtt~gIBQwXYtNhtPbv3idaZPUZe3lZf6kGGweKj3q9-yuyPc8VkXg7Tc72AOUlQqpjb2TDPH7vze1xLbg3Q1~YxYJnHWhvIINkbAadTLitQZvKhJOmV-it2pNEqqzrnwwl5~gqcgX180xVd89z81iQ__&Key-Pair-Id=APKAJLOHF5GGSLRBV4ZA pdf]
Bridgeman et al. (2009) [https://www.researchgate.net/publication/242203403_Considering_Fairness_and_Validity_in_Evaluating_Automated_Scoring page]


* Automated scoring models for evaluating English essays, or e-rater
* Automated scoring models for evaluating English essays, or e-rater

Revision as of 06:37, 19 May 2022

Bridgeman et al. (2009) page

  • Automated scoring models for evaluating English essays, or e-rater
  • E-Rater gave significantly better scores for 11th grade essays written by Hispanic students and Asian-American students than White students
  • E-Rater gave significantly better scores for TOEFL essays (independent task) written by speakers of Chinese and Korean
  • E-Rater correlated poorly with human rater and give better scores for GRE essays (both issue and argument prompts) written by Chinese speakers
  • E-Rater system performed comparably accurately for male and female students when assessing their 11th grade essays, TOEFL, and GRE writings


Bridgeman et al. (2012) pdf

  • A later version of automated scoring models for evaluating English essays, or e-rater
  • E-rater gave significantly lower score than human rater when assessing African-American students’ written responses to issue prompt in GRE
  • E-rater gave better scores for test-takers from Chinese speakers (Mainland China, Taiwan, Hong Kong) and Korean speakers when assessing TOEFL (independent prompt) and GRE essays
  • E-rater gave lower scores for Arabic, Hindi, and Spanish speakers when assessing their written responses to independent prompt in TOEFL
  • E-Rater system correlated comparably well with human rater when assessing TOEFL and GRE essays written by male and female students



Ramineni & Williamson (2018) pdf

  • Revised automated scoring engine for assessing GSE essay
  • E-rater gave African American test-takers significantly lower scores than human raters when assessing their written responses to argument prompts
  • The shorter essays written by African American test-takers were more likely to receive lower scores as showing weakness in content and organization



Wang et al. (2018) pdf

  • Automated scoring model for evaluating English spoken responses
  • SpeechRater gave a significantly lower score than human raters for German
  • SpeechRater scored in favor of Chinese group, with H1-rater scores higher than mean