paper_type.json (297B)
1 { 2 "paper_type": "empirical", 3 "reason": "The primary contribution is experimental findings quantifying LLM code efficiency gaps (eff@1=0.454 for GPT-4, etc.) and analyzing algorithmic limitations, with the benchmark serving as the evaluation methodology rather than the primary contribution." 4 }