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Enhancing IELTS writing automated scoring with M-LoRA fine-tuned LLAMA-3 and human feedback-driven PPO reinforcement learning

Crossref DOI link: https://doi.org/10.1038/s41598-026-43318-w

Published Online: 2026-03-27

Update policy: https://doi.org/10.1007/springer_crossmark_policy

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