paper_type.json (292B)
1 { 2 "paper_type": "empirical", 3 "reason": "Proposes a novel method (single-multi evolution loop) and validates it with quantitative experiments across 15 tasks and multiple model configurations, with reported improvements of 8.0% for individual models and 14.9% for collaboration systems." 4 }