paper_type.json (255B)
1 { 2 "paper_type": "empirical", 3 "reason": "The paper runs experiments comparing federated and centralized fine-tuning for LLM-based program repair, reporting quantitative performance improvements and analyzing heterogeneity effects on real benchmarks." 4 }