Mihai Surdeanu

A Dual-Hypothesis Reasoning Framework for LLM Guardrails

ARBITER uses a cost-effective self-generation strategy for reasoning traces and LoRA-based parameter-efficient fine-tuning while still achieving better performance than these expensive approaches, enabling a more transparent and interpretable guardrail method.