paper_type.json (223B)
1 { 2 "paper_type": "empirical", 3 "reason": "Primary contribution is experimental comparison of PEFT techniques (LoRA, QLoRA) on code generation across multiple benchmarks and LLM families, reporting quantitative results." 4 }