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Including people in the automatic text adaptation process: empirical findings from students with intellectual
Åsa Elwér1, Evelina Rennes2, Karin Nilsson1
1Department of Behavioral Sciences and Learning, Linköping University, Linköping, Sweden.
This study tested automatic text adaptations for students with intellectual disability (ID). While overall comprehension gains were not significant, tailored lexical and syntactic changes showed promise in later testing rounds.
Area of Science:
- Natural Language Processing
- Educational Technology
- Disability Studies
Background:
- Automatic text adaptation often fails to meet diverse reader needs.
- Students with intellectual disability (ID) face unique challenges in text comprehension.
- The TextAD project sought to develop tailored texts for this population.
Purpose of the Study:
- To explore the effectiveness of automatic text adaptations for students with ID.
- To refine adaptations at lexical, syntactic, and discourse levels.
- To assess comprehension, interest, perceived difficulty, and metacognitive insights.
Main Methods:
- Iterative testing of automatic text adaptations across three rounds.
- Assessment of reading comprehension and self-reported measures in 27 students with ID.
- Analysis of lexical, syntactic, and discourse level adaptations in expository texts.
Main Results:
- No significant overall improvement in reading comprehension with adapted texts.
- Promising outcomes observed with lexical and syntactic adaptations in later testing phases.
- Student heterogeneity impacted adaptation effectiveness; high self-reported comprehension but persistent conceptual difficulties noted.
Conclusions:
- Automatic text adaptation shows potential for students with ID, particularly at lexical and syntactic levels.
- Further research is needed to address group heterogeneity and conceptual understanding challenges.
- Insights provided on assessment strategies for developing tailored text adaptations for this audience.
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