QLoRA-tuned Qwen3-8B is fine-tuned on synthetic Bangla-English data to semantically grade written answers, reporting RoRa 0.819 and human agreement rho 0.936.
IF ly EA : A C hinese Essay Assessment System with Automated Rating, Review Generation, and Recommendation
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Semantic Grading of Written Answers in Low-Resource Language Bangla Using a Fine-Tuned Lightweight Language Model
QLoRA-tuned Qwen3-8B is fine-tuned on synthetic Bangla-English data to semantically grade written answers, reporting RoRa 0.819 and human agreement rho 0.936.