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Could Linguistic Complexity Be Automatically Evaluated? A Multilingual Study on WHO's Emergency Learning Platform
Giuseppe Samo1, Yu Zhao2, Maria Teresa Guasti3
1Beijing Language and Culture University.
Studies in Health Technology and Informatics
|January 22, 2022
Summary
This study introduces a simple, cross-linguistic model to assess linguistic complexity, aiding knowledge reproduction. The model, tested on World Health Organization (WHO) data, shows a trend towards minimizing complexity for text classification.
Area of Science:
- Linguistics
- Computational Linguistics
- Knowledge Management
Background:
- Effective knowledge reproduction is crucial, especially for tacit knowledge, which is difficult and costly to transfer, particularly during global health crises.
- Assessing linguistic complexity can enhance the accessibility and dissemination of information across different languages and expert groups.
- Existing models for linguistic complexity may lack cross-linguistic applicability or ease of implementation for non-specialists.
Purpose of the Study:
- To develop a simple, cross-linguistic model for assessing linguistic complexity in various content types.
- To enable non-linguists, such as communication experts and policymakers, to easily implement complexity assessments.
- To evaluate the model's effectiveness using a multilingual corpus from the World Health Organization (WHO) and control datasets.
Main Methods:
- Development of a novel, cross-linguistic model for linguistic complexity analysis.
- Application of the model to a corpus of 6 languages from the WHO's emergency learning platform.
- Utilizing open-access encyclopaedic entries as control data for comparative analysis.
- Analysis of complexity trends and potential features for automatic text classification.
Main Results:
- The developed model successfully assessed linguistic complexity across multiple languages.
- A discernible trend towards the minimization of linguistic complexity was observed in the analyzed WHO corpus.
- The complexity measurements derived from the model show potential as features for automatic text classification tasks.
- The model demonstrated ease of implementation for non-linguist groups.
Conclusions:
- The proposed model offers a practical approach to quantifying linguistic complexity in a cross-linguistic context.
- Minimizing linguistic complexity can improve knowledge reproduction and accessibility, particularly in critical information dissemination scenarios.
- The model's features are valuable for developing automated systems for text analysis and classification, enhancing information management.
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