The Effect of Text Simplification on Reading Fluency and Reading Comprehension in L1 English Speakers

Keren Gruteke Klein, Omer Shubi, Shachar Frenkel, Yevgeni Berzak

Faculty of Data and Decision Sciences, Technion – Israel Institute of Technology

CogSci 2025 · Oral

Paper Code

TL;DRSimplified texts are read more fluently by 42% of L1 readers, but only 2% improve their comprehension.

Abstract

Text simplification is a common practice for making texts easier to read and easier to understand. To which extent does it achieve these goals, and which participant and text characteristics drive simplification benefits? In this work, we use eye tracking to address these questions for the first time for the population of adult native (L1) English speakers. We find that 42% of the readers exhibit reading facilitation effects, while only 2% improve reading comprehension accuracy. We further observe that reading fluency benefits are larger for slower and less experienced readers, while comprehension benefits are more substantial in lower comprehension readers, but not vice versa. Finally, we find that high-complexity original texts are key for enhancing reading fluency, while large complexity reduction is more pertinent to improving comprehension. Our study highlights the potential of cognitive measures in the evaluation of text simplification and distills empirically driven principles for enhancing simplification effectiveness.

Key Findings

Per-participant and per-paragraph simplification effects on Total Fixation duration and on comprehension accuracy, with 95% confidence intervals colored by significance.
Simplification effects on per word Total Fixation Duration (left) and reading comprehension accuracy (right) per participant (top) and per paragraph (bottom). The simplification effect is the measured difference between the simplified and the original text levels. Error bars represent 95% confidence intervals.

BibTeX

@inproceedings{gruteke2025effect,
  title     = {The Effect of Text Simplification on Reading Fluency and Reading Comprehension in L1 English Speakers},
  author    = {Gruteke Klein, Keren and Shubi, Omer and Frenkel, Shachar and Berzak, Yevgeni},
  booktitle = {Proceedings of the Annual Meeting of the Cognitive Science Society},
  volume    = {47},
  year      = {2025}
}

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