paper_type.json (299B)
1 { 2 "paper_type": "empirical", 3 "reason": "The paper's primary contribution is experimental validation showing quantitative improvements from fine-tuning methods (SFT, DPO, KTO) for LLM guardrails, with benchmarked comparisons against baselines, not the introduction of a novel benchmark itself." 4 }