Automatic generation of ESL learning materials based on CEFR levels using reinforcement-tuned LLMs
Crossref DOI link: https://doi.org/10.1007/s44163-025-00762-3
Published Online: 2025-12-24
Update policy: https://doi.org/10.1007/springer_crossmark_policy
Zuo, Yi
Text and Data Mining valid from 2025-12-24
Version of Record valid from 2026-01-27
Article History
Received: 2 September 2025
Accepted: 11 December 2025
First Online: 24 December 2025
Declarations
:
: Not applicable.
: The authors declare no competing interests.