Clearer Governmental Communication: Text Simplification with ChatGPT Evaluated through Quantitative and Qualitative Research

Nadine Beks van Raaij, Ksenia Podoynitsyna, Daan Kolkman

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Abstract

This study explores the use of ChatGPT for simplifying Dutch government letters to improve their comprehensibility while preserving legal accuracy. We employed a three-stage mixed-methods evaluation approach to assess the effectiveness of a naive baseline, RoBERTa, and ChatGPT in simplifying six of the most complex letters selected from a corpus of 200. The evaluation process involved comparing the outputs using four metrics (ROUGE, BLEU, BLEURT, and LiNT), followed by reviews from legal and linguistic experts, and culminating in a randomized controlled trial with 72 participants to test comprehension. Our results indicate that ChatGPT substantially enhances the comprehension of government letters, evidenced by more than a 20% increase in comprehensibility scores and a 19% improvement in participants’ ability to correctly answer questions related to follow-up actions based on the simplified texts. Additionally, our study underscores the importance of a thorough evaluation framework and advises caution in solely depending on automated metrics for assessing text simplification.

Original languageEnglish
Title of host publicationDeTermIt! Evaluating Text Difficulty in a Multilingual Context, DeTermIt! 2024 at LREC-COLING 2024 - Workshop Proceedings
EditorsGiorgio Maria Di Nunzio, Federica Vezzani, Liana Ermakova, Hosein Azarbonyad, Jaap Kamps
PublisherEuropean Language Resources Association (ELRA)
Pages152-178
Number of pages27
ISBN (Electronic)9782493814159
Publication statusPublished - 21 May 2024
Event1st DeTermIt! Evaluating Text Difficulty in a Multilingual Context, DeTermIt! 2024 - Torino, Italy
Duration: 21 May 2024 → …

Publication series

NameDeTermIt! Evaluating Text Difficulty in a Multilingual Context, DeTermIt! 2024 at LREC-COLING 2024 - Workshop Proceedings

Conference

Conference1st DeTermIt! Evaluating Text Difficulty in a Multilingual Context, DeTermIt! 2024
Country/TerritoryItaly
CityTorino
Period21/05/24 → …

Bibliographical note

Publisher Copyright:
© 2024 ELRA Language Resource Association.

Keywords

  • ChatGPT 3.5
  • human evaluation
  • legal documents
  • natural language generation
  • prompt engineering
  • real-life task
  • text simplification

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