paper_type.json (296B)
1 { 2 "paper_type": "empirical", 3 "reason": "Empirically investigates multi-expert LLM orchestration through analysis of routing patterns and gradient-based causal attribution, with primary contribution being quantitative findings about expert dynamics rather than a new benchmark or framework." 4 }