Fine-tuning GPT-4o-mini on about 150 examples raised short-answer grading F1 from 0.68 to 0.73; QLoRA fine-tuning of Llama 3.1 8B only reached 0.65 after adding synthetic data.
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Fine-tuning for Better Few Shot Prompting: An Empirical Comparison for Short Answer Grading
Fine-tuning GPT-4o-mini on about 150 examples raised short-answer grading F1 from 0.68 to 0.73; QLoRA fine-tuning of Llama 3.1 8B only reached 0.65 after adding synthetic data.