paper_type.json (315B)
1 { 2 "paper_type": "empirical", 3 "reason": "Introduces ZK-Eval benchmark to reveal performance gaps, then proposes and extensively validates ZK-Coder method with quantitative improvements (20%→88%, 28%→98%) and ablation studies—the primary contribution is the experimental findings on method effectiveness." 4 }