AINeutralarXiv – CS AI · 6h ago6/10
🧠
Human-on-the-Loop Orchestration for AI-Assisted Legal Discovery
Researchers propose a human-in-the-loop verification architecture to prevent catastrophic failures in AI-assisted legal document discovery, where early errors propagate silently through multi-step reasoning chains. Testing shows that calibrated uncertainty thresholds can reduce privilege-waiver risk by 61% while limiting attorney review to under 25% of documents, addressing a critical gap between autonomous LLM deployment and legal liability.