paper_type.json (284B)
1 { 2 "paper_type": "empirical", 3 "reason": "The paper runs experiments on multiple code generation models (Codex, GPT-3, GPT-J) using the HumanEval benchmark, reports quantitative results (pass@k metrics), and provides empirical analysis of scaling laws and sampling effectiveness." 4 }