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

@article{xu2026enhancing,
  title = {Enhancing IELTS writing automated scoring with M-LoRA fine-tuned LLAMA-3 and human feedback-driven PPO reinforcement learning},
  author = {Wen-Bo Xu and M. Kassim and R. Mahmud},
  year = {2026},
  journal = {Scientific Reports},
  doi = {10.1038/s41598-026-43318-w},
  url = {https://doi.org/10.1038/s41598-026-43318-w},
}