ai-research-survey

paper_type.json (220B)

---

 {
   "paper_type": "empirical",
   "reason": "Runs controlled experiments comparing full fine-tuning, LoRA, and IA3 on multiple LLMs for program repair, reporting quantitative performance results and efficiency metrics."
 }