@inproceedings{sokova-etal-2025-squrel,
    title = "{SQUREL} at {TSAR} 2025 Shared Task {CEFR}-Controlled Text Simplification with Prompting and Reinforcement Fine-Tuning",
    author = "Sokova, Daria  and
      Bezobrazova, Anastasiia  and
      Orasan, Constantin",
    editor = "Shardlow, Matthew  and
      Alva-Manchego, Fernando  and
      North, Kai  and
      Stodden, Regina  and
      Saggion, Horacio  and
      Khallaf, Nouran  and
      Hayakawa, Akio",
    booktitle = "Proceedings of the Fourth Workshop on Text Simplification, Accessibility and Readability (TSAR 2025)",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/ingest-emnlp/2025.tsar-1.21/",
    pages = "242--250",
    ISBN = "979-8-89176-176-6",
    abstract = "This paper summarises the submissions of our team to the TSAR 2025 Shared Task on Readability-Controlled Text Simplification, which aims to create text simplifications balancing reduced linguistic complexity, meaning preservation, and fluency while meeting predefined target readability levels. We tested two different methods for CEFR-controlled simplification a conservative lexical pipeline relying on prompting LLMs to simplify sentences, and a setup employing reinforcement fine-tuning."
}