#false positives

'AI detectors are spreading fast but often mislabel good human writing as AI; they should be used as warning tools with human oversight rather than definitive proof.'

'Pangram aims to detect AI and hybrid human-AI text with reportedly high accuracy, but experts caution about false positives and legal fallout as detection tools spread.'

Master-RM is a new reward model designed to fix vulnerabilities in LLM-based evaluators by reducing false positives caused by superficial cues, ensuring more reliable reinforcement learning outcomes.