paper_type.json (296B)
1 { 2 "paper_type": "empirical", 3 "reason": "Runs experiments on three existing Java program repair benchmarks with quantitative results comparing LoRA fine-tuning against baselines; primary contribution is experimental findings about effective representations and parameter-efficient adapters." 4 }