Eye-tracking study reveals reader-specific difficulty ratings predict eye movements in L2 English readers beyond objective metrics, indicating subjective and objective difficulty are not...
Text difficulty has traditionally been evaluated using objective indices such as readability measures. However, difficulty is also inherently subjective. In this study, we examined how second-language English readers’ subjective judgments of text difficulty were associated with established readability indices. We also explored their relationship with difficulty estimates derived from large language models (LLMs) as a further objective indicator. Additionally, we investigated how these subjective and objective difficulty measures related to eye-movement behavior during reading. The results indicated that subjective ratings were strongly correlated with objective difficulty measures. Bayesian multilevel models further indicated that the LLM-derived estimate and text-level mean subjective difficulty were associated with selected passage-level eye-movement measures, such as total reading time and skipping count. However, model comparisons showed that these text-level predictors provided only limited incremental improvement once participant- and text-level differences were modeled. The clearest incremental information came from reader-specific deviations in subjective difficulty. These findings suggest that objective and subjective difficulty measures are related but not interchangeable. Objective measures are useful for characterizing text-level difficulty, whereas reader-specific subjective ratings provide additional insight into how individual readers experience and process the same text.
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Nahatame et al. (2026) studied this question.
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